{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from fbprophet import Prophet\n",
    "from fbprophet.diagnostics import cross_validation\n",
    "from fbprophet.diagnostics import performance_metrics\n",
    "from fbprophet.plot import plot_cross_validation_metric\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 天池比赛的链接：https://tianchi.aliyun.com/competition/entrance/231573/information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>report_date</th>\n",
       "      <th>tBalance</th>\n",
       "      <th>yBalance</th>\n",
       "      <th>total_purchase_amt</th>\n",
       "      <th>direct_purchase_amt</th>\n",
       "      <th>purchase_bal_amt</th>\n",
       "      <th>purchase_bank_amt</th>\n",
       "      <th>total_redeem_amt</th>\n",
       "      <th>consume_amt</th>\n",
       "      <th>transfer_amt</th>\n",
       "      <th>tftobal_amt</th>\n",
       "      <th>tftocard_amt</th>\n",
       "      <th>share_amt</th>\n",
       "      <th>category1</th>\n",
       "      <th>category2</th>\n",
       "      <th>category3</th>\n",
       "      <th>category4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2014-08-05</td>\n",
       "      <td>20385</td>\n",
       "      <td>20383</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2014-08-08</td>\n",
       "      <td>20391</td>\n",
       "      <td>20389</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>2014-08-11</td>\n",
       "      <td>20397</td>\n",
       "      <td>20395</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>2014-08-14</td>\n",
       "      <td>20403</td>\n",
       "      <td>20401</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>2014-08-17</td>\n",
       "      <td>20409</td>\n",
       "      <td>20407</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   user_id report_date  tBalance  yBalance  total_purchase_amt  \\\n",
       "0        1  2014-08-05     20385     20383                   2   \n",
       "1        1  2014-08-08     20391     20389                   2   \n",
       "2        1  2014-08-11     20397     20395                   2   \n",
       "3        1  2014-08-14     20403     20401                   2   \n",
       "4        1  2014-08-17     20409     20407                   2   \n",
       "\n",
       "   direct_purchase_amt  purchase_bal_amt  purchase_bank_amt  total_redeem_amt  \\\n",
       "0                    0                 0                  0                 0   \n",
       "1                    0                 0                  0                 0   \n",
       "2                    0                 0                  0                 0   \n",
       "3                    0                 0                  0                 0   \n",
       "4                    0                 0                  0                 0   \n",
       "\n",
       "   consume_amt  transfer_amt  tftobal_amt  tftocard_amt  share_amt  category1  \\\n",
       "0            0             0            0             0          2        NaN   \n",
       "1            0             0            0             0          2        NaN   \n",
       "2            0             0            0             0          2        NaN   \n",
       "3            0             0            0             0          2        NaN   \n",
       "4            0             0            0             0          2        NaN   \n",
       "\n",
       "   category2  category3  category4  \n",
       "0        NaN        NaN        NaN  \n",
       "1        NaN        NaN        NaN  \n",
       "2        NaN        NaN        NaN  \n",
       "3        NaN        NaN        NaN  \n",
       "4        NaN        NaN        NaN  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_user = pd.read_csv('user_balance_table.csv')\n",
    "data_user['report_date'] = pd.to_datetime(data_user['report_date'], format='%Y%m%d')\n",
    "data_user.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 我们的目标\n",
    "- 预测后30天的申购总额\n",
    "- 预测后30天的赎回总额"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 说人话\n",
    "#### 预测 ’total_purchase_amt‘，'total_redeem_amt' 这两个字段后30天的值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>report_date</th>\n",
       "      <th>total_purchase_amt</th>\n",
       "      <th>total_redeem_amt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2013-07-01</td>\n",
       "      <td>32488348</td>\n",
       "      <td>5525022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2013-07-02</td>\n",
       "      <td>29037390</td>\n",
       "      <td>2554548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2013-07-03</td>\n",
       "      <td>27270770</td>\n",
       "      <td>5953867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2013-07-04</td>\n",
       "      <td>18321185</td>\n",
       "      <td>6410729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2013-07-05</td>\n",
       "      <td>11648749</td>\n",
       "      <td>2763587</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  report_date  total_purchase_amt  total_redeem_amt\n",
       "0  2013-07-01            32488348           5525022\n",
       "1  2013-07-02            29037390           2554548\n",
       "2  2013-07-03            27270770           5953867\n",
       "3  2013-07-04            18321185           6410729\n",
       "4  2013-07-05            11648749           2763587"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_user_byday = data_user.groupby(['report_date'])['total_purchase_amt','total_redeem_amt'].sum().sort_values(['report_date']).reset_index()\n",
    "data_user_byday.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "##"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#定义模型\n",
    "def FB(data: pd.DataFrame) -> pd.DataFrame:\n",
    "    \n",
    "    df = pd.DataFrame({\n",
    "    'ds': data.report_date,\n",
    "    'y': data.total_purchase_amt,\n",
    "    })\n",
    "    \n",
    "    df['cap'] = data.total_purchase_amt.values.max()\n",
    "    df['floor'] = data.total_purchase_amt.values.min()\n",
    "\n",
    "    m = Prophet(\n",
    "        changepoint_prior_scale=0.05, \n",
    "        daily_seasonality=False,\n",
    "        yearly_seasonality=True, #年周期性\n",
    "        weekly_seasonality=True, #周周期性\n",
    "        growth=\"logistic\",\n",
    "    )\n",
    "    \n",
    "#     m.add_seasonality(name='monthly', period=30.5, fourier_order=5, prior_scale=0.1)#月周期性\n",
    "    m.add_country_holidays(country_name='CN')#中国所有的节假日    \n",
    "    \n",
    "    m.fit(df)\n",
    "    \n",
    "    future = m.make_future_dataframe(periods=30, freq='D')#预测时长\n",
    "    future['cap'] = data.total_purchase_amt.values.max()\n",
    "    future['floor'] = data.total_purchase_amt.values.min()\n",
    "\n",
    "    forecast = m.predict(future)\n",
    "    \n",
    "    fig = m.plot_components(forecast)\n",
    "    fig1 = m.plot(forecast)\n",
    "    \n",
    "    return forecast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "result_purchase = FB(data_user_byday)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#定义模型\n",
    "def FB(data: pd.DataFrame) -> pd.DataFrame:\n",
    "    \n",
    "    df = pd.DataFrame({\n",
    "    'ds': data.report_date,\n",
    "    'y': data.total_redeem_amt,\n",
    "    })\n",
    "    \n",
    "    df['cap'] = data.total_redeem_amt.values.max()\n",
    "    df['floor'] = data.total_redeem_amt.values.min()\n",
    "\n",
    "    m = Prophet(\n",
    "        changepoint_prior_scale=0.05, \n",
    "        daily_seasonality=False,\n",
    "        yearly_seasonality=True, #年周期性\n",
    "        weekly_seasonality=True, #周周期性\n",
    "        growth=\"logistic\",\n",
    "    )\n",
    "    \n",
    "    m.add_country_holidays(country_name='CN')#中国所有的节假日    \n",
    "    \n",
    "    m.fit(df)\n",
    "    \n",
    "    future = m.make_future_dataframe(periods=30, freq='D')#预测时长\n",
    "    future['cap'] = data.total_redeem_amt.values.max()\n",
    "    future['floor'] = data.total_redeem_amt.values.min()\n",
    "\n",
    "    forecast = m.predict(future)\n",
    "    \n",
    "    fig = m.plot_components(forecast)\n",
    "    fig1 = m.plot(forecast)\n",
    "    \n",
    "    return forecast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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j2iWEgOVwWA5PXVoVQlaQuTs2KepNCABgOLBnJ/7sf74vUeTn83nMftOVGK6kC21iasIFwBCeQAkhUKyFBfK+XTvwxx94LyzLxDcNA7Me/B4uufmG0M85QqC/aOI848xnJZ8N+wgmCi4EKuNIHxmr2uhsmZ5Sc+aaRwiCIGYwzUjN4AIwuYBVp7EDFwJwxVFavi0XAhDA/p3b6kbjcQ5UGlSpKO1i6sEjFWQAyGgMI5WwzWLPU1thmSa448CyLBS2/iz2XkIAFueYrKjkfD6Pe+65h8RxA4RovB/Bcjhe7Cs2fK/XBsp187KbxfSU9QRBEGc5zah2CcgOeGkRboAU0RACGU3DzsPDuGpxF7paw+kFbgEZy1ZfW3dJ2+EcNYunep5pU9XURK0QAMD+3Tuwu7AFV66+FrNWX40Le9q9cVeuzsPIZmFbMtHksquuiV1rtRJh61NPQJ3NcLeNOOcCmpZut6rZvO4YABgqm+hpz9btvNkMSCATBEFMUyY7NUMIAZtzmE565Ui4HovZbQZGqxZeHSxj5eKu+BgAl69chX/9j0fx2OM/wQffe1Psu9hCNpOw3TiwKLSpqjm8cHIMS+a0odXQE1/3Vgh278CG226GZcnNlhu/+i2sOu8m6K5YumzFanzpm9/B009tRW9+LRZeugKmw0M2DAHpe6d21FMLeV04LM6R09Lug8ZjAKDm8LotyZsFCWSCIAhiXHABZDQNZbNBBdldXm/LZjBUMhPHMMhK4+LLVuA3zr8Cqy+dFx/niuM0LzNtqmoOJctBxXJSBbIqIO8ubIFlSQuFDRP7dmxD6d03YFaL4W3kW77qaixfdTUA4MktW1F4ZA/e8db13kSHu9c/qRPfdKcZmcuWMzHnkbtWK9sRyKUoSeFWma06YwBpxSKBTBAEQUxbuOBebm0aUh/LCuGBPTvx5JM/hf7uG/Gr1631xwhfRI1WbTAApsORiYhg9cxMe6jn83l89wc/xn/96L/x279x42mJjLOlQcREfM+q5aBiOkiLluCumO3Nr4VhZGFDWiiWr7nWaxgirTj+qsD+3Ttwz123wLYs/O3Gz3h2GQFIITbDBHKz7EGHhsqYf0765Ga8OFzAabgfQf5eN/IX21w09DM3AxLIBEEQxLiwOZDVNZQtByMVCy2GFloOB+TyOmPCX143TTz85c+HBIBcgpdeU84FNMZgOiKmt2z3tXoP2FVrrkbHkiuQv2DOL/y9zhYv80R9T4cLjNWJ8VOSaVnvGtz34Hexu7AFvfm1uOCKq7yGIVwIgPniandhCyzTAudhuwwXAlwAtRkWKdYse5ASrKctkIWctNh1fjeFAGyHN6xacyFQrnM/NYup5YgmCIIgpizc7ZxVNh08dWgIAwn2CYdzAMxfXufxhAr5uGToyOpoz+kAE4kb/2QiRv0qlRDSw3g6JImVM0mzkjcm6ns6Ahit2BApwoYL/3ot612DD/7+H2NZ7xroGvOW0oMb+QC32pw1Yqksci4lTvsaTzWakUIDwLUsnX413hnH7yZ3RXSjPQucAyVr6l1fqiATBEEQ44JDtgYerUlbxEjFxqKuyBguZY9aXrfc5fWgAJDVQ+Cl/buxu7AFF624GpfNf3Ps8xwuO61V61QPuZDi2uHC2/z1RplML3Mzq9UT9T0FFyjWbIxWbRw4MYZrls4OJU+IgA89iMYApYPU5EexrHcN/vfXv4vdT23Bne+5KbTaoDOWGhk4XWlW5rLl8Amxq3Au9yPUbI5DQ2XMbcuiPWI0VtX/ensWpN1KNIxzbAYkkAmCIAiUTRuMsbpLr+rBurAzB0cIDFbiFWSbCzDmL6/v3LYFl/deExIAQgDP79mJe+56n5twYGDet/4LS9/51tB7cQEYGkOlTnVJCPmZNufQ6+yUr8dkipVmJm9M1Pe03crgibEqThVrKJtOSBxxIWKNQgDZelquMITzshW9a67G+VeswKqL/Q2bAoCuMVRrM0sgA5OfQgPI35WJsKs4XE6Wy6aNk0UTLRk9JpBV2/lGexYYGGq20zAObrIhgUwQBDGDGe+mrIGSCUcAS+ekN/UVXFYBDV1DRggMlM3YQ80R0jcMSJG8rHcNThVrMG2/+x4XAvt3bvMSDiwAW598Ev8jIpAdISvIYzUr9eHJhfRB1ttNPx4mS6w0O3ljIr6nEPI+ODJSBWMMI1UrJI5kFHZyBblmC+89kqrMAFAyHXS3uveKG/FXnWEV5GbBBSbkXHIIGBrDUMXCcMVKbDvNXRFd7/M8L7pgDePgJhsSyARBEDOUN7Kc7whgrGolvuaP4V5lkDEGAZloERRHjpAV5CAMsoqkBLIQsklIMOHgl1bHj8vhAt0tGZwqmdhzdAQrF3dh+/anQoJfQFWQp0fKwXRvZ6zi2QAG0+boasngZFFuvFNw7vYbj8AY864Tj3iQvTEAijUL3W5zGVWF5BynZaMhJGIc3SnHg+0IZHQNVbcRSNLfDgEgo8u/EVXLARcCbdlIlVndBwww7dOb5E40TT8Ux3GwatUqLF68GI8++mizD4cgCGLG8EaW8zkXGKvVf3A6PKx7hADKUYHMRaLsqViO11GPC4HLV6wOJRwsumx5qEqshBhjDAs6cjhVMrH5Z1vwzhvfHhL8512+fFoJZKA5S+sTBXetwxkN4GBoy+roK9ZC146nVIc1Bi/PWCWZRGnJ6BgoWTi32/885gooy/nFbTSE/B0XEG/Iz526cgPA0BlGqja6W43Evx0yN52h5nC83F9CTtdwyfyOyBiV+SimXBZy01MsvvjFL+Lyyy9v9mEQBEHMON7ITnlHCBRNO3FpXMERFsgZDRirhlMMVGxbEENnGA5UmGRVUIQSDgTCaRSeMHJhQuAnm38aE/ycT68K8nRHuN7h2W1ZzG3Pur5igcPDFX8MEMo4VjDG3NQC4SWZRGkx9FA6Cvcq1phyAmq6obZFjqeCXKrZ2PRSH558dSAxyo1zDkPTkNUZZrVkEv92qP8vhMDBwTKKtXjiib+QUD/OsRk0VSAfOXIE3//+9/E7v/M7zTwMgiCIGYlazr/33nsbpiU4bhpEvQgoznlItLYZOo6PVUNj7IQfb8loGK74D0fZSCIijgRCzQJEQBgBUpivzq+NCX6by5QD0556u+BnIiLwX8WctiyePzmGkiuAohnHIZhKNwinWCgO7NmJf7vvC9i2bZv8JG+iJDBcrm8BIuqjBOt4IvOqNofFZbpEMaGJh1pNOqezBRpjECLe0EdNcm1HQGPAWIJAVk1lwESKI715NNVi8ZGPfASf/exnMTY2ljrm/vvvx/333w8AOHHiBI4dOzZZh+fR19c36Z85E6HzePrQOTw9zsbzt2TJEtxxxx0AUPfv58BAGcODZRxqt9CWDS9jq/M2eGoMNucwM35tZahs4ees7P3M4KkxVC0O2/DHCAGM1mwczZTBGMPJ0SpKgxVkKv4jqFq18XNRRK1belktR6A0OAzDHVM1bfQsPBcPPfQQCoUC8vk8lixZgsOnTsAeK+LYsSr0iu+DnWrMlHvPcjhKQyMwqmH5UCpb+LlewbyOLPrGaigNlr1rFxpXsXH0mIWS6aA0VAy9z4F9e/Cx3/sgLMvEQ1/+ezz88MM495IrURysQJRHcODVQ8hUZ53x7zhTsRyB2ugQxsBwpMOKrfQE6S+ZKA0WAQCvaSUs6GwJvT7UPwYuOGpu98tixcahI7XQ344To1UUBytoyWjI6hr6hy0cba2FIgErloPS4CgAgT69AlHMTuA3Pj2aJpAfffRRzJ8/H729vXXDyu+++27cfffdAIBVq1Zh0aJFk3SEYZr1uTMNOo+nD53D04POXzIDGEHOKaG7Zy56OnKx1xctWoRD1hAcztES6J7nlEyI9jYsmie9hUesIbQ4HC2RuDirWMOc+T1oNXTUciUMsBK62/yHYYvtwAHDokWyI17VctBeNNDdIce0WA50XcO73vUuvOtd7/J+biwzhk6nDe1z2rBoYSSUeYoxE+69quWgo5RFd3tYyDglE109HVg0pw32YBkdohgbAwBWycT8c+aiWLNxyBpGd7t/r734/AFYtgXOOSzLwnPPPYdla9+KAVaE1pqB2dKNOfN6YvcWIK0+HTk9JL6IMDXbQevhYbTPnoee+XMTz6Oi0l9CF2+DoWtAq4FFkcDz12oDYGDIuZNlq2Siu6cr9LdD/Z7PcX/PnVINc+eHr99Y1UZ7JQdAYN6CLiycFRbizaRpFoutW7fiP//zP7F06VLceuuteOKJJ3D77bc363AIgiDOargb3VXPn+hELBYA0NVq4PWhird8a8t11RgM8LrlOSK+kS+naxit2p7fMRpyYOhaoodRNiyYeY0kpirJxgiZVaw8pDLqL/0dOJcNJPrGzJB3XDWX0UIWGu7dBowBQ+V49jYAvD5UDll0zkaGK/UtKF60HkNDz37ZtGHoGlpdT3jUX6z+XigYEDv/wchHRfT3NG2z5lSgaQJ548aNOHLkCA4ePIiHHnoIb3nLW/D1r3+9WYdDEARxVuMI6RUeKFt4fbDspQ0EiT4UASlObUdADRcQ0BIVMgMXAoVCAV/6/N/h+b27Ii8zCAjP78h5OC5O1xhsh8daUjuCI6NrXr4ucWbhKcJKYzL6CwCOjlbxqcdeSpzQAMzbEPqhR/bj0QMnvVdUc5kP/OGf4gc/fgz5fF52ZnRvhKwe9rIHqdkT0yFuumI5HC/3leqO8ZqzCDTcEFeyODIa8yY+0YmzHUmracloOFUMT16S/oZEBXLaZs2pQNNj3giCIIjmw4W0RRweruDwcAWz2wzMajHCY7gASywNCi+jVjbsSH7gPVUo4L2/fiNqpuyed9+D38Oy3jXe6xqTu+e7Ww232UTkDRhD1fbzlAG5WYgqyJNHmgTVmGz0AABPHxnB1oNDeP5UEavP6w6NY5ATrbGKhZrNQ+kXgBTJCy9bgTUXSquN406UBKRATtroBUh/7dkskIUATMepmxWtKshsHBXkiuWgzbVCMMZQrDmhDGPBRcjO0p7V0VcyUTZtbxzn4Qm1BhZrKKLazk9Fmh7zBsgoIspAJgiCaB6cyyrQolktMDQtcbnaSWkAoZIJAHfneqIPVGDLz56Eabrd8ywLuwtbIm/DYNXNyRWoWtEKshTIpsPrRtRNV6qWM6nfq1AoYOPGjSgUComv84Rj2b97B7755S/i6R3bAQA19xqdHKvFxgo3waLsjhlMSaZQ+s0R3FuRSLPZAFIcTpZAFkIkfrcoadX2MwEXApYj6laGVXMWnQEv9ZUwmtIYiHOBmu0g46rbFl3DiUhaTbQhEGMMGgNOjPrnxY5YsrK6FmsoMpV/ZamCTBAEQcAJVHKyGYahsoVzIhtmOOIWCwnzllPT/KcMwDVrr/PaLGcMA735taExusZgu1XIJKGdYQxjNQvzO/2NQFxwL4u3r1jD/M6ps8mnEcFqWxqv9JewZE4bOiahxdh4Oi+KSGl//+4d2HDbzbBME1/7x8/h0ic2oWLJ6m9fMcEv7F6rijsBG0ryzXoxcOHmNHIiJFuLZ/RwfU+Kw8nxINtc5vrO78jW3RT4wqkxXDi3ve5muIlCQJ0DgcjCT2CMPKez27Io1mzsPjKCdW+aG/sOFuehHOu2rI4TYzVcEahOJ2016GrJ4PXhCi7saQcgJ6/BtzYyLNZQJGnCNVWYEhVkgiAIorlwIbxqT0tGx0DCZqikzXX+z7tjEjvpAQDD8qvWYNOmTdjwsT/D3//rf4TsFYB8mCofq8xBDpPL6DFBpZZxu1ozeO5EMbGpAZC+uatZOFzgwIliw+pwzZk8b21S58UoUc/o7sIWWJYJzh1YlvwZlbN7qhSvsiqLRdnNrR5KrCCzQAU5smjB4j5WOU6gOkk2G+F6eBtdl6rNJ625CeeyE52yuSThbdID0JHLoGpxjFbjFXnTDqtfXZOTGmVvCXa5DJLRWGiPQLRpUE7XMFazQt5kOS+fmiKZBDJBEAQR2oCXy2go1pyQ2BRCQPBk+wSDFChK7CWN0RlgcYF8Po87PvwR/PJVa2JjtEA3rSTtkcvEN2mp1IyWjI6q7STu5Odc4OX+0pSyYAghxiV+TYdPWoex8XRejHpGVfKEruswDAPr1q3zLH/BIEMAACAASURBVBanxuKTEmWxKNbkdRqqJE1cRMCyw8NJCO55ix0Xd4XdJMCFGNd1GY8v2nJ44ma2N4oAYDsNGv0IEaoMZzTgVDE+iZEV5PD7ZDSGfnfCo9qNRwl2SgSSbRgCLGTf4kJAJHRdnAqQxYIgCIKAzQWyAW+EAFC2HMxyl7KFkO2hk1CihwukilAW2MQV3byj0DS/E1/S0qu0YEh/ZM7NYg6mZjAkVxelP1OKh2zKBsLJhgslaLjMmk3BtCdv85nqvLh582asW7cusfNidE+VSp7YVdiCi1dejXw+j2/+xzMAgL6kCjJjsGzuLbUnepAZ80UWD38eY5D2jDb/32Tr6mThfCYI2hnqUbOdhmOODlfRmtWxoDOePa5wuLx/61k1uBCwBVCrE9MYjU6clcvg8FAFF/W0hya1ps1jk9ysLifNgPwdT7WWuPsRNLB49d89ipJpo7Ml4x0Tm4Jd9AASyARBEATkrvTg00xjwEjF8pIspPU0xTzh+kpFnR3puiuMgLDfOYjGmJ+DHFgOjhwpKhb3BHIwNcPQtdgueUCKUbWBKZiA0UwEBCzeWGQ5XKBaR/RMNPl8vm5L8iTry7LeNVjWuwZ9pRpEwOoQjf0C5EqCzQXG3KX9qi0jxFpD4k+ELTssWPXUMGaGVxEE5DWeiCSTquWgWLMTm+UouCtYG9knzHH4ok2HAw06aI9WLZwcq+GyBZ2pY4Q7OS3XabkenXNmdA01x8Zo1UZXq29crlhObAKrMX9/gPxbkHbfyhi/DJJz07O6hsGy6e1v8NvOTz2JPDX+UhAEQRBNJbq5rjOXwasDZe9BKJfW0yrIUqBwAXzvmRN4ZP/x2Jhgdbhi2ehPEE+MwROMQU90lHJAIHH4lo6MxhLTNwSE3Nw1hWLAuBiffcIR8eSOZsJTJy4AhJwoKaE6UDJjnnC5kiBQDIj+bTvCmdjyc/xl+mef3olvfvWfsH/3DreSaSeMFXWrp4BbaW5gs6lYDk40SKgQkHahaCZ30ndo5Ivm8Dcspr8PUuPtgp/FAFTq3CtJqzIZTV6nIDWHxxp8aBqgvor8W5C+EhOc3ESFdmtGx0Bg1WAi7CVnChLIBEEQRGxXei4jq7HK0yuLvmkVZPmgExB44pUB/OdzJ2JjtEAF+d/3Hcf7H9wbe2DrTFafgPQqlWwWEX7AqqPK6AylBLHB3U1Vk+XlHQ9C2T4aCARHCFSn0nEDIR9rCKYquY43tj9ioVDdGl97+WXv3/78Tz+G/bt3BN7GT0V5ZvcO/OHt78YDX/oiNtx2M17ctyuWhCDcxJNGFoujI5XkZI0AXMQ7wsXHyAp3pW61VoBzNKz+O1ygbDUWv8UGxyQgJ4j1xHbSqkx7NoMjI+EIN8vm0KMCGeNZ3ZH/7nuQ4wtF2YyGkmn7ew2QlozTfEggEwRBnOUIITyRESSX0XDUfXgKiNTMUgZZDVVV0WhFClBLtPINBkoWxmp2bAc9C4xxeNwHCUiBHLRR8MBGIEPTEgWJEDIarJEYnUxUxb2+oJEbIyfTYtGIeisJgBT0wSrmpx57EX/+wxe8/68xhqrl4NVXfIHsZNtCmdgMfiOLp5/aCss0wTmHbZnYu30rapYTqjwqzyvnom72cM3hDc+lECLRphMeI/9TT0gLIavDjSrIUiDXHyOEzJaum3HMBYyMvP9PjFZxZKgSHxPZpAfI3/GSaYdWZSwuK8ZBNC2SUZ6aZ+NPcjlP9yqr6nuwlfhUgwQyQRDEDOfoSMWr6iWRVhHK6Zrf+lkgVRip/GLuemoHylasOqwxv72tejhGo+SCY2ye/AgO2jAAteGPecdhJqQCcAE4qC9GJxsh5BmvX4Ucn8g6E5RNGyMJiSAiJcHAfRWmHRZyOw+PYPMrA979oDGZZbxw6cXeGK1jTigTWwt0elu25loY2Sw0XUfGyMpxrsj2PxXyZglMsJJweH2PLiDvlT07t+PTn/lMarMUAXmv1RO23J10NvJFOwKxNs5J71VznLqWDgF53kzO8XJ/KTGmUZ6n+PlhDKGqvOUkVJAZxldBFsEmL8mZ6BAIiOi0xkLNhzbpEQRBzHAGShbaDN3b2BYlrSIkG3Coh2K6J5gxwLKFu7tfRpeNVmXL6OB7qQqUWgofKJl409z20BiZMCUS/YuAu9SrKlk8Xs1Ux6Br/ndVYqWeGJ1sBAQgBCpuNZQLEUuzUL5S1SVwMoXEQMnEUMXCstauyDElV/YBAMLP/m0zdK8SW7U5TozWsKirRU6CuMDcxecDr78OAPiNu34/lIkdTDy5dPkqfOmb38HWJ36Mtevf4W4GNFFzONSdo6rGsvLMkU2p/XGOhnaVndufwv931y1wLAufTmmWoq5VPWGr7spag+ow53JCkdT8JPhepi2j5doTRwRjERmGymbi747wZhLxDwhOKpMFMoPDVWJNyvu4b8bdyMdU8csCjYW4qGdnbipUQSYIgpjhVG2nbiVLIDnCTWNyJz6gKp4pFWR3h7tqdwsA/aV4dVglXajd/0kRX8z1sUbTC7z30ZjfTASILRkzxmLpAqoZwdSyKsAVWRwnRqs4OFiOjfH297sThjSGymZq2+BflOGKFdpMpUir7APy3FctGW3W05HFgs4crl0yGwDwqvv9mOszV9dQY0Bu9jmh9wneKwCwfNXV+O27fjcgokW8guwdX/p5Gs+GuK0/exK2adVvliLc1QpbrlYkXRsuZNc5k9dvge5wmcRSz/7jcDnpqPs77H6G6XC0ZzMo1uItytOa6ATTYwA5gdESFLb63RRIbxikxG+9WEj5ndxJbiCmcapBApkgCGKGUCgUsHHjxtjSsO009ksmPfI0za/02I7A/3x4H374wqnYOGV7UB3GgLhAVk0EHO4L5P6kZWA3U/mlviLe9dWdODIS9lLK5XfVTCTZDxuNTuNCIOOK0cmgZjvoS2jAEEQIITdVWQ6OjVYTN2EF0wLqCb+RarId4nQYrkpfatT3ylMq+4AUqlVbdnPL6Rq+98HV+Mt3XAoAeM0VyLq72qC+z7z2bKxZiBRs6bnahqZhNJDqoOwbAvXPk+00niRds/Y6ZAyjcbMU9/P2HRvBa4Ol2BjPhiAaHJP7Wj37BOfpCS3+McmPO6cjh+5WI9HekbYhTlX1FbKCHB+nfjfrTZaVxaJuAxAhrSXA1K4gk8WCIAhiBlAoFLB+/XqYpolsZGmYCxnOnwZXhtgISqjIfFUbx0ZreOb4KG68bH5onO7aJ3igOhwVyAqb+9XDgVJym2GHCxwcKqNsOXh1oIxzu1pDx6SWepOTNUSsgswFYGhs0ry8FYvj+GgV8+pl6QrfUnKqaGJ2wI6i8L2eDJYj0BIfAkBOGGoNNiDWbAdj1fr5vt77ORylmgOdSVHW1erX0py6Vg+BqtscI6tryGgM3a0G5rQZnkBmjGH/7h3Yu+cIGBajpz2HfcdG8ZOf9+PNF/W4YwIV5ISPika9BT2xdp1caQ5p7+EpFVIAuGr1Gtxz30OwXt+Pd779ranNUgA52Ts0VMG53S3xz3ItScL11Wc0lnjeBASYxupuwLO5PJ/1f4el9UVX34tJ73qwuUhaG/hwEx/hbnxNHOnZgYZKNua2ZWNxcJ7Fwv3fSajrC/hCeSpCFWSCIIgZwObNm2GaZuLSsMNFLBorSD1LIWPydeWlTIrJUk0E5AatZIuF+26wedBikZyFzANJCMqGsX/3DvzLP/y9FwfmV6nCP59h8Uqb8u/aE9TWtxGiQcKBGqM2TQmRXNkMesNV1TyJ8SQhVCyOkw3yfYNjwaRwiooyJ6GiG6RqST9tsGPhBXPa8NqAFMjPPr0Dn/id92HPrp0QVhWrZ1VQszk+9ujz3j2jEk/SWhpndRa6n1U6g8YYDg+XE9uNA9KqYHPhicEkbA5ctnwVPvSHH01tmKI+b05rFgs7c7H250DYkjRUsfDM8bHkz3MENKC+xUIIZDNa3ai3JOtLtIKcVq3VA57gpKxkD/d3c6Rq44MP78VjL/bFhqg4Ry4EXu4v48hwPE1DWreUII9nLk8VSCATBEHMANatW4dsNpu4NMyButFV9aKxpC0CqNTpjqa5Fouxmu3pmUSB7GbgmraqICfvtOcCXnOMwbKJ/bt3YMNtN+O+z30GG267Gc/v3elVqaLP1oymoRrZjMddD7IU6OniaLhiTYiA5gIoWXEPaNIxWY5Aq6HDdFNAgviV0fpNTjhvnNDBxxFfppCbzwRe2r8Lf/s3fx2y7IiUNuGArOarbOfghsML57Th1UHZdObpp7bCtixA1wHHQvtrBXzibZcAgBcpyNwUCwGB7z17Ej+K2Hoyuoaa5U921H9ntxoYrth45vho8jng8JJW0uBcwNBlnnA1EifnnQP3v9mMhoyuwXZ4zCLhbWQTAgcHyzg6UknxKksver3qsCMEcjpDsWan3p9R60uGMYzVwhMFjuSKPGN+5d1JiIKLHu9wWW6SPDgU980ru4YQwOd++gr+YevBhDHMO18Or9tzpKmQQCYIgpgh3HHHHfjQhz4U23nvuF2/0jbp1FsOlc944YnOvlK8CqlpsuI3GPCSJglkxoCS6XgVvKRNYHB9jjW3Re9g2cLuwhZYlgnuOLAtE/t3bvOW4KNHHY2BU99MCAYwYLiSLjKODFcaVn7HgxACll1fiKljmteeRVdLBgCLVTaVyGJgODZSTfU123w8+b4Yt8VktGbhpb278LE7bsH//ptPY/369Z5IthPaByt0Ji0MymKhWDqnDSXTwamiid78WhhZAyyTAxwLvfm1WDhL2j6Oj0qBrLlZulwAP3zxFP7zwMn4hzG/IYnK29UYw6yWTOpEwHbHNbIzqJbl+46NJlajkzK6o4kWKqUEDBityteS7i1HSEE+Vq0nfuWmQEcI7D82kjihVd9NYehabNWIp2ywDLaRdniyiAbkhM7hfuxgf4JFigU27FYsB6cS7lk9YOkYqlqxfQZTBRLIBEEQ0xzlP/7KV76Cr33ta7HXVTMNuRM+qZEG0Cj4v2r60WzRB7nyKg+W/CpYkkAWQmCsajewWMjl3qDFoje/FoYhq+MZI4tlq6/1uplFhX0wmi78/QVaMxp2HR5K3FQFuOKuToV5vKiGKVEvdPSYwKQYU8ImLuylyOpuNdBfMrHv2GhiVdoRvre23udVrfpjFGM1B8/uKshJCQ9bdo6P1rDv+EjizzHG3A14HNnALq8rz+kEAOw5OoJlvWtw34PfwyXLrkLP3DlY1rsGCzulh1e1eFY5yCrxJM0yYQcqyGqqpLmbQZMmg8KtoNatIEMgqzOMVC0cGa4kW1+iQpPFJx9qctOa0dFqyNFJwt0RAh3ZDE6Mmdh2cDBRJDvupGReew7HR2uJvzccYftES0ZDX9EMCXcnZXIjq75qTOxlDwEWap+dtAKku/YYuWFXJO4zYIF0nH/ZcQh/9N3n0j+0iZBAJgiCmObU8x8D8oEOAMdGa9h5aDgmsqSnsp7Nws+PdUSysAUEhgL//tpgGbd8bRf2HhsJDsFozfaWc4cSLA2+xUJVkE1XVH0Xv/fRj+O+B7+Ly1eudjfqAVFhL8VV+MikYGboyGXQkc2kVolllf30LRYCjVtbJ20wjCVGuBZktdnNdkRi1BfnoqG3VgjAcj24DY+fC6y8Wk5KNF2HYfiWnW/sOYo//f4LiV5VnTHUHCdWQb5sfge6WjLYfmgYALCsdw3Ou+gydLbJzZdtWR1dLRlPIKtJkppoJCd0qAmSsqsEz2U86g+QNgIdgOnUsxvJ6utI1YahaygmWB/siJfX0LTYMXK3etyRy6AzZyCra7G0DtUpUdcY5ndkUXJtHVEc4dsQDJ3FOlCq4w6egYyuwdCAnYeGvclCWnE4OKl0RJ0IN8gKszrGtFUiy/GvXX/ZjP290TW/7fxI1capolnX+tQsKMWCIAhimqP8xyrBIuQ/dptpMACvD5VRsRxUbY7WwO526eVNTyZwIpvIThXNxIQGVfXtbs1guGJjpGpj1+ERrFjkNptgDDXbCbSslSK5pz0b/jwuUDJ9iwUgRZXKwe0r1XyBFnn4KnEVxAmIh4zGPH9zFNPmdcUTIIW7xhiymfT6EhcCJudelSyJeIUzbskQ0QYuTFYhg8kEgBQ1juutzaU81WVGNa/bSMMbC4Ff7l2N+x78LnZu24JLrroGq9dcDQAo1WzUbI7+kon5kXtA0+S5Nh0e8iDrGsOa87rx1OtD3obJ6JgFnTnfYuGlWMhIuKKd5OdmftyaEOHYMZFsb+GQwrFs1tvwKJtkdLdkoGsMhW0F/Mfzu7Fu3To/FQYitLEsq2sYjfh9o4fbYmgYLCWNCQ8MNkDxjpv7n9eS0dFfMnFhT3iUk7DZbVaLgb6SiarN0aFrqZv0NAbU3H0BwfzpKMydlHgV5ISJshawWJiu3aZkOugI3JhawGKhJnxJGx2bDQlkgiCIM0yhUMDmzZtDD9mJJJ/PY9OmTYmfoZ7BhruZKKNpKNXssEBO8PIG30CIcLtj6YXtDA0LRkVdOKcde4+NIJfR8HpwI4+77GrZHLNbDQxVLNz+zT34zeULcdea890xDDXb3/Q0WElOw/CjqOIV5Gj1MNiVT9dYbBNfcFwjn+6psRp0jWFxd2vqGM5lZbDmbvJK2tQWzaRlYLHqoUxxEIExQLFqY05bNjTOcSuDdSvWcBtSjKNCrqqRalLSVzJRsTg6dc3rgnhspBoTyLrGINzKYTYSpHv1ktn475f78cpAGRf1tMO0ZVayYmFnCw67XlTGGIQ7MTMdjprDUY0cN4O/uTRWQU7xGTtc2ieGKxaqCRMN770Y0Jkz8PTO7fiD/3EzbMsKRSfu3P4UHn9iM9Zedz2W9a5BLqNhsGyHuuHxSCU2p2sYKEt7kopii8apMdXIpC1y3MIXti2GhqGKFeusmH5Z/UYm0oaR1ADE705Zz4MsoBJm5H2qWsoHhbmmyRWcYNOggbIZEsg6A8quIFe/50NJ+xGaDFksCIIgziDKH/yJT3witNlposnn87jnnntiAlxlyXa3GuhpzyHDgOFqdDkY6RYLxqTHNSAcTxRr+Hl/2Mcr4PsKf3PFQnznztVYtnAWDg5Wgm/lVZYWd0nfaX/JxM7Dw6ExFduB6T6wRyp2oi1A5bFGH+bMzUkOEtzApNfJQ45WypOwA9XtNBwuEw5KpoOXThUTPbRys5tPRmMoR4S7CDQKAaSvdCBl05gUhfXTGWxePw3DGwuEz6vw493UNT7qVnuDtGR0nNfdIi0WkQr7Ned3AwB2udfadHhozMJZOZwYrfnVSyFj+dRkR2108w/Jt1hEPecMKVYUIdCRy2C4YmHba4OJPuVglXXv9q2wIl31CoUC7rrlXXjgC3+NDbfdjP27d8gNdJxjKHBtos00GGPgIhybJ3/t/DEZTcNYgqUjaLHQ3N/HqE0oWGWOnCjv2gVXUoKoir06R2kwNwVGrcA4XMTubQ3yugV/x6I+ZC2Q+6wmXEMT3OhmIiCBTBAEcQZp5A8+00SzZFsNPbb7PCrEwi/Kh30tIBy/8tQh3Pb1p3FsxBdJjAEWl2PajQwWd7VgyexWvD5U8USA+gTT4bhqcRfufcelWHvBHBwaDrwPgGLN8TyKAkgQmKrLGvDM8VGMBTyZwU57/jkQIYEhBGI2DHWuGlWQHSFQaiCiVTLBcNXC4ZEqkjSp1LT+OZdd9ZI2evk/3GLoGErwfTpcIBNIdUg8Jq5sGI29npyLSEXWP1+q4he89kF0jbkV5LC8WNCZg8aAQfda1mwRqiCfMyuHsuUEOuRJkavO3UhCjrcSc44IV+N1xlBJmGxwLq//3PYszMBG0NB7BuwTq9zEjWB04ubNm2G6mxdty8TuwhYAQJuh4/XAZFA1CgmiMWA4UCkN5lwDQC6jYTTBahC9HgzxDX/BKnOIgOUorTos70PhRuClp5Qof39w419M/Loxb7XAuY1aMTTG3AxzmfYCUAWZIAjirKNePvFkICLLqrmMhpGKiaPDFU9YJqVBBN9BNqLwH4ojVZl3/FJf0fs32/GXcg13eX3pnDaULcfbzNOZy6Ajq8N0BHIZDTdeNh9XLOjAybGaZ3vQmBRhwQ1nibv2hUDZtHHP91/At5857v27llBBdoSAFnjoC5Egot2KdFLlMfpejTKHHSE3qZVNB6NVKzl5ggsc2LvTa36ScbN3g8jLEhbRtYQkEke43tp6WdeQ4rXR9wPi9oBgDrOq6B4breGuh/fha7sOx342ukkPkCKs1dC972hFPMheksWoigULb0aLCmRVzQT8DnGqmcxL+3cnNIsBWKQtedKEIlhlXda7Bhu/+gj+7JN/4dkr1q1b521ezBhZ9ObXAgDaszr6SjXvPaPVYUCK6BOBZi1yE6Y/xoh0CPSOSYRtOobGPG++PybFGSHgTTIEwr8HkWHu6o5IbDMN+PnF1cAvWHSjnmpPH6yU1+uq6SXaTMEKMnmQCYIgziD1/METQdDTmETSUi8Dw/ZDw+g9twudLRm3hUZa1UgKEaVPuloyGHGFy88Hylh3kfz3lowfV5Zzl86XzJY+3deHKpjXkZNL6u5zUwmo81wv79GRKt40tx2a5ichKKJiQImjisXhCIG+2ANYhNoJxzYnsfiGNuUySdvAp+C8ftMV9XlZXcNwxYKmJU89nt61HR+7472wLAuGkcU/fvM7WHzZSlQsx/OHqyi40HdnUuTmMr5/lrve2nrd9Gwu2x1HK6uJ31EIZIL3VKDirgTNjsPDODlWg+Vw3LHqPG+oum5GgspqM3Tv3NUi3fa8LOSxGi6d3wEwhPzrozGB7KeVOFzg+b278LE7b4FlmTAMA///N76LZe95e/AryCxsFw0yk7sncozRKuvlK1eh99ff6m1Kzefz+PJD38O2n/0U+bXXextHGWPQNAbTlvdVUlZyq6FhoGx5XuXoJsyMxmByHps8OFwgG7geHbkMDg9XcFFPu+9n5mn+Yn9DaOHgEPYcHMAfLzgnNk7FOVqcp7bhVlaMUAU5oTpsO+FM9KQ4OAhps1D301BiMk5zoQoyQRDEGSbNH3y6CCGw92hy4wBFdBkXAOa6zSlUlVYIgdFqcgVHZdKqitxbLurBr10+H4u7WvDKgO9D7m41PC2nHu5LZsvdRgcHfaGjHojKf6oE8gPfeBj7d++ABoaaLSuW6uEfFciqc18lEAUXgoW9lEEPp/zCLObF5UJA12QUWr3z6XCOml2/ZTV3u83NbcuizdAT7d07tv4Mlml5zU/2PLUVhs7w3HE/6zhmdXCJdm1zhEBbNoPjI9XUzGAVX9ZoAiDfL3zHaMyPTVPWF9W2+sW+YqhaaEWub5DWrC+Qo5v0Fs2SFWS/NbEIVR6jFeSglYYLgX07tgWayVjYse1n4e/vZmErchkt8Z6PVlkZ4pX9K69ahQ98+P/xxLH3s26TGyDZ76s2H47V6q/cRKv8UfGbcT28wfs+LZ5NWR4AYPMrA/jWgaGUlAppW7JsmeKRhEqfCJ6P/lI8xg0QgZWAlIZA7t8VNaEiDzJBEAQxYQgh/YC1Or7SpCgpwPUMu/6/Z46P4bf+7enYxjvAXzJVD/Xfyy/Bp95+Kd40tw2vDIRbzarjUBXk+R1ZtBoaXh/yvZmeQHYrjKMHDwAAfvTTrdhw2804sHcnarZMfzjHrdptPzSE506M+cfkbkirehFR0YcrC/l+Yw0SWFLmsICUGHHxHMR27Rn1moCobnOdLRlAsMQK8sqAv1Ut1Xe3yliuoisGk0Q4Q5KAkqJpVksGe46OpDSbkL7o8XTTExFBpmt+a+BgdJ3GpMh75rh/bfzrmyCQM75Aj27S6241MLfNCNxTDFXb/6yRyCY91b0RkOJw5dW/Emom80u9+ZBwkysp0Wi2hIxjJ7za0GboeHWwjFJgbNpmN1WFlWOS00sA3+ee3KAnnmZiJ/iLo57ntM8LtnU23Tbg6ZMoKVjTtiOo6rD6eY0BD+89hpv+z45QMgxjCG0mTaogq3bifgWZBDJBEMRZS6FQwMaNGycsyUJ1taqXvMATH8Kq45V8OB0dqUAAyQLZ3ZWuvJFK+LxpbjteH6qEhGZ0eV1jDBfMacOLff77qoe1Ekcv7NoKVEYhZi2AbZnYt2Ob9CA7HLPbDLQZOr7//Cn8v99/3j8mFm5YEK0wy2pYoILMo5Fq8TSH4ESiXtMCzrnXujt1TKBizVjciwoAv7xyFT7/r9/xmp/4S/WB1AERFz0ZjYWSDnhgF2aroaOWcj9wCBgaQ9m0sf/YSErzDTU2XHGXVUhfZCnedsk86Ax4+qjfDEYJ6CSB3BasICf4lC/qaffuQQaBYApbrIKM8OazK69aHWsmEzzWqK/a0BlKNSe2WiC/uz+yLauDAdh1xE9aqReFpt4v2vpZweA35Uhq0JOUMiMEYgkV7VkdAwEbAw/edAFC1869Z08V06ITAZMLr4L88/5SZGIKVGzuXcP5HTn0lUz0lUwcCkyChfBFuc6kxepvfvLzsFAWbuSjajlNFWSCIIizkzMR9yYgq4mVOgJZIHnpVXW8AuRDD0BoA5FC0+QSrYo2U8L2TXPb4HARqg6rymZQ+Fy1uAvPnBj1RFtUQPXm14KNnATmLJaV1GvWBrJ0Nfzje67ETZfPj2zkk0u9yvaRXEEOCuSwWNFYUuawtDOwhIYdQRw3faJeBTnseU7OmHY4sKx3NT74+38cXqoP+H0dEY/uyuoaygGxGM4HASCSs5wdLmSMWNXGi33FxM1giqiYlBYLN3XAEZjbZgCQdptL53dgb1Agu5+d5EFuNXTvXjXteNLFRT3teHWgDIcL9LTnQlX/mAc5cP8qC82y3jWh8zkYEGT+NEL9PAOHiK2+cB7/fenIZVAxuW99EWmb3YSXR8wTqr5A2Dsdu3aQ5+jUWOC4o01QAscvkzncYwJSK8jqPKnfvbhnXx27TLHQmIyj+4PvPItP/vjFENuA1gAAIABJREFU0GfWbMe7xisXz8KFc6WNKvh3AMz/rPkdORwdreJb+45j28Gh0Pcybe6nWJBAJgiCODs5E3Fv3PU8Ji0VK6Kb9BR6oDmAinA7WYwLZJ3JZXlVKVbC5yK3k1ew6mwlLK+vOb8bliOw99gogPgS/LLeNbhm2aXoOO9S3Pfgd9G75mqcP7vVS7r45YWzkF8yGwBw3PU1qqVeteFsuGLF8ltDFouI4NMTuulx9zyJBhYLVdWtWA6ePjycWEneu3s7vvHlL2L/7h0AWKIH2UnIcAZUXq5fGY1i6Myzu8jjDks/xlC3XXFPexZz27KJ7YoVMvEhbLGwbO61q159Xjf+4d1X4s0XzcWvLJ2DPUdHPZFcz2LRZugom7IrXs3hnhVHcdHcdtQcjsOuDzk4CRmpOV5Kxf7dO7zNo/I8xaPJ2g09JNp4Uhc5EZ8opcalwb+n0jrSMQSj55JFtK6xkHc6+j65jIaxmh1pD51m6AjfK0mjdNevLIQf8XcyYSKs3qtmc+gaw1eeOoS+konDw5VQNZgLOWHOaAx/+fZL8bVbVwBA7Fxz9zteOr8D7VkdOgMODYdF9NHRCiw3D7xi8ZCXfSpAApkgCGISeKNxbw4XdZfBASlkuBCJ2akKuYybtLvd73ynYpuSKsjMFSKmI1MQVEVzyexWtGd17DriVw9rCeJo5eIuGLpMzQDiHmQAWHXJ+Sgih3Mvlw9b5XlV76M2cB0d8VsRB6vajkBY8ImoxSJsVchoLBRV5f4IAAYIWc06GnyYB+BuhNvRkSoOD1di1ftCoYAP3/Zu/J+/3yg91Xt2ggs3yiqwqSopJ1cdh9e0gcerghm30UmwmhlUWWnNJoTbSKLF0JHTtZDIDn9+vGKpKvYqws3QNVyzZDY0xvD+3nOxcFYOf/nfL6MWmEglepDdCrKagETHXDzPnXS5mz/VisTsVgOnhkvYcNvNuO9zn/HOq5qbRM/T/t078PD9X8S2QsHzDquUktD30uLe1yQ7g/tKoCNdWmt25m1iTBXRrvdWfVZ0CqQmSOreTqsgq+/kCL81dNIxqQoyF/4Etq8U/z1Xq1G2ayF6aO8xzGvPggtf2DJ35cXhcvKqovsWdOZCiSN64O/EnavOxY8/dDUWd7eGBTLkuTcdgXkdsjNkX6L1o3mQQCYIgpgEVNzbvffe62Wq1qNk2jg0VK47Rom1kaqFUs1O3HwjAv8NVuB0JjckAX7F8eRoUgUZnl8wKGgMXcPaC+Zg8yv93gNfLeUGN1+1GjqWLZyFHYfk8mrUgwwAKxZ1AQD2uVVmwI0Bc0W06rqnBLIS7cGUg/ASbXiTXjQFQNfiyQSqEpvNMLx0qogXTxWRhIpwO1U0oSV05du8eTMs028k8czObeBcCp1X+kuemEnbVMVY0GIRr4wy5rdzBuKbMNOaTdgBwWakbFDz3i+ix3R3yVxAiqzg5KYtq+MP1l6AQ8MVHDg5VteD3GpoqFjcE75GJvzdls5phcaAV/rlfa++44LOHIarViClwsTe7Vs9L68d8ATv373DE9Ifv+sW/ORnspFHPNsZ6MhmcCTQ8ITzdDEarewnVmsD4jeWnOIS9E5Hq//eGAYvYaN+BRlew5zkZAqV+CInVOraJHuQ/VSYE2M12FzghkvnAQBec1NoNAaULdm8JWihUQ2BFD3tWe9b5TI6WgwdS7pbQz7lzlwGbYYOhwssdCfAycfVPEggEwRBTBJvJO6NC2AsoXtYEFU8tLnA00eG8fpgXFCrzTtB4bDhtpvx7NM7vfgn0/UBRivI+3fvwNe+9AU8t38vLB7OrQWkB3W4YnvL6zWbQ2MIZ+gCWLFoFl7sK8FyuJ90ERBQl8/vQE7XsOeoL5CtQMrB3DYDuYzmCWSdyc8KVv/ClcBIBTmylJ3RNFQtJyQqVKW9q8XAgs4cTCc5ys0R0irQ3SIf8NEq/7p162BkDa+RxLLV10JJaIcHxW/yPi8GP5ZL+p2TBymRGY3xS2s2wQE8t0c2Jnluz07ZxjnBHpLki1WtgdOagCiBU6zZnqitl4NsJtwDgGpV3erZdtTxze/IosayyLR3hVI/1AQvGM22u7DFE9KWZWHLkz+VYxKsRrmMhrJlo2z6Vea0fjkCvn2CJ2yeBFxvuiva9+58Ct+4T9lsgmP8iWmakyen695kV0CkdoEXblVbWjWSRbSs/vuTGyC9Uls2HUAAJ8bk79nV53eDwRfIjDF0tWRg83AXxGjHTCDuRT/PrSCrc9iS0b2/EysWzcKnb7wUl85vT/6iTYIahRAEQUwgps1h6Cz1gaXGAMlZsQohpMe2XiMQlVAhIDBUtRMD/tUjKygcbJjYs30rFl++EgC8zW+jNRuPv9yHvqKJK/hRbLjtZliWiUwmg96/eARZ3Qi997VLZyOX0bDp5/1YdV63W12Mf6euFvlzFcsJJF3447IZDVec04G9xwJ2jYDFgjGGxV0tkQqy3HGvCDYmAGOhdAIeWTZXHelGqja6W43AeQooESYrmK1aIEoBbmMWg6Ejk5Gd8mphgZzP5/H3//ofeHbnNqy+9jqce/kKtzIphbrX1Swl5UB5RoH0KiTg30PRCnJGkxvqVDMKxb5d2/FHt7/HbaSRxcavfgvXXnBD7B4UCc1JVGvgqiU7HBqRa9yeleeoZDreeU6sIGd12AkbPoP0tGe9FAc1mXrrxfOw9bVBXPwnX8P1Yzuw+tq1uGLlas8mYjsCOXfy1ptfC8PIwoaJjGFg9bXXAUi3tEAwDJUttGUz7nePD1E43G9ZnXjt3LbOhUIBG257NyzTxNf+8XOhlJKgdzq16qv5qzEp4RQAfN+wqPNeuib9+lwIb+J1qlhDxXKQ1TXvbwsDQ8VywJhs1gLIHPPFXS14LRDn2NOejTUyWTK7FSXTwUDZQk+7tEt4kyD3Gp8/uxU1m6OvaGJBp4xvVNd3XnsWV53b5f2dmCpQBZkgCGICeXWglOrvVPQVazgxWq07RkCKoHppCQJyfXVuWxYLO3MomU7sQakElBIOeqhFrnDj0vzP+PTjP8c/bDmIHdu2Bpa0bfT19cWEUauhY/nCWXj+pLQj1FIEcpsroMqB5fXoBq3li7rw4qmin3LgiJCAWjyrBcdGfQ8y58LbyAQAw7EKsvr+ycvmWV3zNoMBCTFZIt6QAwhXD3MZDcMJdobLlq/CHf9LpikwyIg15S1WEW5J2bbqu/kVRp7shw0slyfG+LF4ksXTT22V1g/XorB/57bEttP1qqgl05YV5MhKQrt3fZ26jULa3Nw2VXU3ElpfS59yOJZs1Xld+P3V8/HcsMCFN34Ay3rXyPPknstn9uzEv37pC9i/eweW9a7x4t7+9oFv45evWuN9ryQR2WponlUnkJiXgBSZctUmzYYhhW3UZrO7sMUbIxucoO7n6W7VF1D3b8oRufcUFwJ/8dhL+PyTr6YdvIxUC+w1ePcDu/DPOw6FjkvuM9BwYrQGBmBBRxYXzG3Dq4PxvPPg9V06WyVZBBoCeRXkcFfNoA85abI8lZiaR0UQBDFNkYkPqU9ZAPKhVjLr2ye4G6LfKG8XrqVBc6um0c9W1oGgcAhWtLgIR12N1WzUHI5zluUDgtpA19x5sSVxAOjI+dm2VkTUAtKmseOJHwFQFeTkJfjli2bBEcALrvc3GgOmKsjCXU6u2E5o6TkaE+UvhyNxk+KslgyOjlRQc6vnsa5mCVFu0eqhrM7Fr1Ewv5gxJj3IkGkLjid8kjeDBbvWBRtSxBIcvJQDEd99JuBF4CmWrbkWRtafIC1ffW3iPRjd9Oe/J/OW/aOCRgnfsukEPMjJMW8AMFz1O8lFl/tbMpo3SQrGBr55aScAeJ5hFXO2bds2fPR//S6+/MgPsOG2mz2R/MHf/2NccdXqwIbHOhV7VdFF2K4SJlitTR6jEirWrVuHTEsLWGtHYDIK77j9/OZ4O2o1xk+6qHNEzPcgHx6uhDKLw4jQtSmZDvpLppcsA6joQ/k7d3y0inkdWWR0DRfMbsOh4Uoo2SVqs7lgjhTILwfyzmvuZ6m/Ged3+23nvTEpk+WpAlksCIIgJpBag6ovID3DJat+lVlWkEX9CnLEfwomK3JBkSrgV7yW9a6JtMeVD+ukSqI9dynue/C72F3Ygksv/yV8qzQbxYSUizZD9za8mZENXMr3bJ67DHjXn2H//v3AvKUA4v5Tla07WrXdDUXcWzYHpEAuWw6GKxZmt2WhMd9TqjNgMCCQWXQjVELFT2MysaJmc+Qyuls5ZYH3gCeevXOZUl6tWE7onEdFjaogc+F27KuTTKCxcAMMFvCPK3vEZ//lW7jwrb8K/2jCEqojl8Ezx0eRz81GW1Y+5i9fvgr/8I3vYO/2rejNr4XpcNz76c/g9t94O958/XWh75goyJiffhBdJWgLWCzU/VqzZXOZjpwvM1oN+XO+0GYxLd5q6F71O9iZURga2gw9HFEmGH7yk80wr3g7cOXbYN3329hd2OLd48FmOLJYGz/njPkefDnhTJ/cqmrtxidextLZbfjD6y6IvZflCOTzedzwVw/jZ0fK+Px1XaHfOS3gH3dEWnYxULP9+ze1ghzwIFuOSE+BYH51v0VnqLri9ZVARKPagNeR1XFirIZzOqWv/E09bbAcgVcHSrhkXgeA+OR1QWcOi7tasPPwCG5duRiA73dWGzHndWTRktFCVea0yfJUYWrKdoIgiGmKw0UsISEKh0CpwQY8mTfKYyItOiZaPYwKas4jIjoIkw9g0+ZoNTRoTDb26MjqOHByzKvE/dLylYmNHQDpKy2nNH9QvmdRlQ/izU88keq/VtVFFQMmICuVqnJq98vl4INuBercrlavWt7TkQtZLBgiUVrCryhHT0BQSAeXzjMaQzEx6SKeKhHsEKbEr6oMMgYI17tqcyVoZDRZUt6yxnxvdV+xhn3HRsL+ccvE/p0F72eTkhDUuQxmVHMAy1fJ6wkAf3T7e/Avn9+It61/C+6//37/+BPOkmK4LCd1UUGjMYZWQwsJZAF4OdWKNq+CrCwWWkwgtxia31QmsEzPGMOCzmwkq1vguut/FVpLO5BtRaa1M1KtBZR7KC0NQmd+e2iR5lN2P0tVa18ZKGP/8dHYCC2QoS06ezCCFly+YpX3+v7dOzwrCJCehhGcJKVNyoCAB1kAlZqJE6Nl7Nu1PXHscNmCxQXeNEf6f/NLZmOgbHnRg2rlIqNrOD5WwzmuT/jq82UG+dbX/CYf0YkwAKw5rxu7jgz72eqRpkEaY7i4px3PnfDTYbwKMlksCIIgZj6OEDFhEMXmAhWLJ3oiFULIlq9RkRYdE1QYDCLe+KBO0wv5unzgtRk6PnztUnz4/7L35XF6VfX5z7nbu88+mcm+QSAhDCSTTBIIi0WRWq1iqYr+xIWKG6KiVqkLVVsQLa1SLRasVH61qChYlRZFaoCQgUkmCSEkQBYSMllmy6zvdpdzfn+c5a5v8PNrP2Za3+8fSmbu3Hvu8r73Oc95vs9zwUKs6Chgz2DY5izamCNLOhMAfvqdrO4NG6HrOuDwZfEtW57E4cOHAMRZyCBAli/O0eMDynnjzk9dCwBK7yyPB3Ct5IHREgaEvlEL2G1RxnDLo/vwV7/el3D2vlaZW4YF3SBIKLGOb+3/r6ymjIkXhqd9v90IXlUaZPhNeowxfPonfXj33z8YczkIyid+9MwxfPxne7B6/YUh/fiqdRcqv12O2eMwK2VooZWBIBjr790M266CMQrPdXH99derZMeazyTjDCNwihCQgEMFnwCFx5VRGmR+rQydS4OCx8wYekiHrmtEuR105FMhBpkQgjXr1mHVxssAAF+++wcRtta/lqdKpAtey9p8rR/M43hhi0F1PNEQB/jgT8agy1WAf/zbW/Cpd/8Jent7QysEUj7Dx+07mdTyMZflUore3l5MF0vwoOGD770m9kyBARNVB45LsbI9g4fftw7v7OZMr4r2Jv75DU5VMbuBA+S2nIXls/J44qWTand2RIMM8ECgou3h+UEu83AivukAsGZ+E54bnFLyn/CzMvNqZo6qXvWqV73+h5ZHWUz/GS1GOTt8Kq0yZ1DJK0QCyy15JYVE1IqglUeR7gSmruHda+fj/LmNWNGRx/6RYghgyWS7aGUtXTUA2S6FWy2pl31Xdw/++C3vUACZ6iYOHToMIGGZ3vQb+VQz0eGDijn1JoaQg409g77O0nb5S/jCxS04NFbCVff2Y6xkRzScDMcnqyE2VRUJJJ/RMJwzNQ3FhDjqKBg1NAJL11QjExUaBQl69uzYxl0sGGePPcqwZUsvntt/CM+fmFS6WVlBcFS0+WRh0crVIf34ud1rIVbga3rpBqOYo0ES3Rs2QtP86+95nkp2rAkSie+XnQSQcylDNfEBgKVpsdUNKcUYDzTpWboWmsRlTA22x5T0JxVZyg8CZK7rBrKNLfz3S1eEjqcF0iJrM8h+s1+w4TEKWgn4M8XAr+tI0Y5NJvi9Ew2G4hkeFQxt1H7uN7/5Dcq2h//76NP4QMB+cVd/H9dXgyn3k1oMsmz4e+KJxwCdS1ncVCHUFMgHT1B1KBzKYOoEbTkrkIRZEtddx6xcCqNFGy5lmC0YZADYuLgFu09MqvsWnQgDwNr5TQCAp4/wQKCkpMTueY3wKFNuNadKXZwJNTNHVa961ate/0OLUhZLV4uWSylcemp9sUf5S+hUUoyobtbStRjr6Yoo1+TiAKLieqGX1DmdBbiUYcdR33bN9mhNb1uAM79jExN46fnnQi/7P/qTt8ES0gU9nceseQsBxJfppT617HiqwWfJ0qUh5nRZazrEbMuX8LU9C3DbHy2HSxleHq9AIxw4AVChGtHENIhr5zPIYW9bUycoRbySay13pwxNyWooA/bu2KaY70+8683Yua2P++gKF4vHHt8EpplArjnuchCweQuykFLuwh0cfNaz1gJBWDoQZoa7unvw6S9/DYZhgGgaUqmUSnZM0jSLs1fAPek5yIkYaflMGzqJTSYyUYmFrsHUw9HewZUEzlT6++gopHCy5KjrA0ClPAKIBeVwACkbHpM/azIARIWEMBbzDOeNkRwY80ZYiopLY02OmghxoZQpeYiU3wRdZEzTxMWXXIpNB0fxvf0MTuMcJZ9RzwIT1nq2hz9/aG/IAjF4PNuluGDjxYDB7dW0po6QzERWxZOTG349W7IWWrIm9omJo0YIspau4tw7hbc1wAEyZcBTh2XYT9wLuyljYklLVjUKJvllnz+nAYZGsO3IhNoPH9PMhKIzc1T1qle96vU/tLjE4tRNelS+RE8BkCnlAKLi0pCnb3g/4QY0UycYLdnYeXRcgfRanq2yKq4nLNX8bS5Y1ILWrInvbz+qflZTgxxwMBifmAJzq6GXfVd3D26/858AAFdd+yE0z5oNK8En2hBgqex4ClwsWbI0xJxuOGs+Xh4vY0q4IARfwtJG6vhkJeQ1SxnfLupywcuPD3YjLgeEELCIK0gtL90gU8nAsKtvS4gt7BOghwJwPYqLLr4EMEwg1wTdSocAjQRZLOAuMhpZzg8dr4YkgoTY07h2+s3veDfuuv8hvOujn8G///JXKrxG7i6JQT0V45e1dK5BFvfOiEgngLjEwtS5fCIIkNNim4pLYwzyrHwKDIHENaHrluOKToII8SUPtRriZFEhf/nNgRFs3vJUSPPd37tZRTYz+MznXXfdFZMzMMafJTmZGBVjCrrI3PrdH2Pd+vVqdUhvnMUZfULQ2NwiBs+f3dGSjWePT2GriGoPFp8IMpwXkJW8/aOfizTiAoBv8WYGLsIZbbnYysqQ0Hh35H0GeZmIAJc2i0kaZABoyhhq0sB9zMPbpE0dKzsL2DYQiZ2vSyzCValU0NPTg/POOw/nnHMObr755tM1lHrVq171+m8ryoDntm/FX/31LUrXGS2pPTyVhZsrGE3KGCYqSeBOOg4EdbPc+P/oRCWUtFY7aAAq/CEIelKGhreePwe9h8fw4jBnbJMs3ICgNMJDKleARr2I1zKwZu1aAEBTxzzBRCe/euI6VhJiTld0cKuvPUOcpQo6dsg0t+OTVZEuKK4ROICquDSmzyYBjSq/J+HxMEA1MQG15QdBppIyYakWYAu7129ULhaOx9Czbj0KLbMAouHWe34SAzTS31aCmpOlODMqf1dLOiDBkzyPJOa7q7sHb73uBqzpWR84Z4a9O7bGGNSU7ksmErXolq6sxFK6Bk3j4wqC5KxYJTgugFbOMmBoWoRB9lcSuJOJH9QiG8d8mQVByfbDZ6KToKBXcq2GOLkfjzGMlWx89TcHMTV/TcwzXF5PLyCNuu9HP4pJZAgJs9qjgedHPsvLz18LGphIv/Zt10LTNFBKcfsX/0Lsj4Um24maZ9FYF/QxT7XOiZ8eA6TyKsj+d80u4IXh6dC+ZQR5Y8Z3HzF1DYZGfH/qBA0yID2svVNus6KjgAOj4SjxJLA9E+q0AeRUKoX//M//xDPPPIOdO3fi4YcfxlNPPXW6hlOvetWrXq9YUSYvWowx7NmxFX/x3qvwlzd/AZdddlkiSPYYg6Hxl3sUtMmi4C/0tKHhUEKENIBQUIasxrQJXSwby2PV7MtnXA7iuDTkGLGrvw9Xdc2GToBf7xsBkKw7BMIhIJqVxuq1PTGvZTPCDtfyPU2bOioOrclULu/gNlOyUS/IZGVMHU0ZA8enKsIFwAeQimGMACg92MwXiCsOXsu9g9MBz2EgSX4QZCoZY1i+aq1iC//u3gdx7uo1avneppQ36omEvrYlKxL2x8cll6CDIB2IWsElT7I0MSYmGq9qzpJY2OGDMWDX1i0xBrWQNhRYTQI0OVNHUViJmToBA4Ghk4i+mP/98akqGtMGGtI6UsYpJBZuXGIBIOBkwSePte5vkI33aO04ZoDfW6k515s6Yp7hPLKZKhYZAFimKSaRYeCstlOD/Qeg2GFbNPOOlGzuRkFpYH/c11x+P4wU45Nk+RyUA5aRxyYruP+ZYyGZVyFlqHtmBbTnly9rB2XAr18cVj+TIUd5K+wCHGrGrbGalBUyGwA1J8I5S0fV5X7gM12DfNp8kAkhyOf5l53jOHAc55QPb73qVa96nc5ijGH/SBFNGbNm9DNj4MvrtgNKPdi2jU2bNqnla1ke4yzt8HQVh8ZKWL/Q96tV24gXeiFl4MSUjZLtxrap2YAXiFqeKDs4MFrCqrmNsc00wkGrQxlYZRofvPotymv3zvt+ipxlqGXg30aD7HgM7R1t+OMrr0eriJwNbsfZYS6LSHLFyJoa38ZNfnE2pk2kdE0x6tEX9exCOsAg+/ICRwFNRzHN/DL5IRGuF2eQU4aGiaqDkaKNzoZ0cigHkhq9mPKcLjueCJeQTWXclkuykMMJAEqBLCpZyAQGWU2AXqkJ89RWYUGrOz5+hq61FwTimv2VgCCg2dXfh/7ezejesBFd3T0BBtlnDqV8YqRUxay8pSZKjsewuCULQjSkTT3EyqcNySDTWDKjXPaXDDIhBJMVV01OxkoJ11Iw9xXXw+MHR/GGFR3KOUKOf87Z54fsGYeLNrouDXuGE8KfkVIAeJJCaywIROr6ZShH9N6p+0L9tMN858LE683HLZ+TuAe5tASkAQb5Vy8O46G9Qxg+ehiZg73q/sjvrOBneElrDsvacvjlC8PKv3i66kEnPpMvK2OFwW8ty8dyAEQn2bfJCXXF9WpaPs6UOq1BIZ7nobu7G/v378eHP/xhrFu3LrbNXXfdpTwaT5w4gWPHjv2uh4nh4eFX3qher1j16/hfr/o1/K/Vf+X6McYwOjSJI6RY8wvdowxnLl8BwzThuoBumDjnnHNi31vjw5NwPIoDQy50jeCIXkIhbYa2GRktYbpUBSwDpZKLA0YpBjqHxssoTlSglcJf5cWygxNGGXbWxD9tPox/eXYUP3vrGcouS1ap4sKb1lG1bVTHRuDYVVBK4cDG5kcfRrr5NRifKmJ63EHV9cDsCsZHBsPnXOTL5UMjo6g4DphTwbHjx0Ea0giQVUjpwMRUEQ5l0EFx4PAAmjKG0pwCgEUopooljJ4cBQA4xXGMj0ST1gjGp6YxPjKIYrkMnXlqTK0p4OWxIqZHh+ExhmNWBWMlWwG7gcEhzDV8Nr5ouxiuWii4UxgdmuIezIHxAEC57OIYiqDTaTze+zR+/shjWL9+PVactyq03VTZwdGjDsoORfHkJMwyvye2S1HWNDisiEpRxxCmYZRSakwvD45gvDHsPFIsOzhqVVCucFB04uRE7LpPi+MNTlQSnwG1n2MuXC88pvA2Lk5YZZQzMqjFwYKFi/C1O7+Lnf19OL+7BwsWLsT4yCDGxzhzv3f70/jmje9Sk6mvffseGN48FG0XU8USdDAUx4ZBTB0Trodp24NWNGEZGtICIM/JEhRPDmOKplEcr6ixeSV+f0ZGR1AqV6AzYHxkENPjJ5EHkLc0HBkew/iIhemSi6IGVB0OQocmirHrVCw5GDjq4D+eHcSXHj2K2UYVzsBefOoD71Hj/8I37sbi1MU4PsJtAk+MT8f2Y7sUVU1DddK/hisu+AO8/0N/qq6PvJ4vkyKq9inGVHZxPG1jYkI0tBmZ+PU+OYTjqQpODHK/5eGp+GfP9RgoGKYDGFxOvL73o38D23S3uj+ZhXylwquEx3PJ/Azu3jGCFw4PoCNnYnRiEjlLw8ToUOhYKY1hYrqIseETsD0Gapdi49HdKoq2i/GRQZQqVWiMxrZBlWueT5wYxLg4//LEKBilGNbLYNPh77jTWacVIOu6jp07d2J8fBxXXnkldu/ejZUrV4a2ue6663DdddcBANasWYM5cxL0Nb+DOl3H/d9W9ev4X6/6Nfyv1f/v9XM9inTJQsusJjREwKwsx6NYfdGr8ZV7foxn+ragq+cCXP6HV4RAIAAcqKRgagRzdA3DxSoa2hpDzCYAjGmTcKZsFNIGSMWBUUjLKwUIAAAgAElEQVRjTmchtM20MY0po4ymTHg8brGK1ll8n7bGX2h2qgltjeFjEMHEUjKA9vZ2DFspuA5nsTZedgU2PafD0Uzkm1rg0FEU8nk0tXWE9tGhlwG8DC1TgMuGkM/lUGidhWzBQjqgH82nBuBqJkCATMpDoXUWMikdjYFrmc8MwmEMqXwTgKNoaWlDU1v4nLPWYVA9haa2DlBtENm0oca0sL2IrcePo7G1HRWPYc6cNtCxMhie5ffHDI/fqLooZEzMmdOIY94YLIeqJX5ZrGSjsTWHw/t24b3vfAeqVRs/+d5dIQkJADjTNjo621C0PeTKFpoE21lxPeiahmZvEidSFvKNabS0ZMGwCwBQRCp2TZ2ijUJrA4plvs2xsemEbaro6GzHz59+FLc9eRSf2jA7RjK5RRsdna1wPYZ8JYWmbBx8OMUqWmc1YZaQL6SKNvL2OC647ApccNkVoW3NMR3AMQwcOgDHdUAphes6eGHvHrSsXQHbG8OYTdBeSCPX3I7OQgoHR0uY3WqAAGhIm8imDmPKruLsOa3It7RjTmcBJ7UpNInJXzudBjAAPdMAqk0ia+rq3JvaOjCn8SiGqxqa2jrgTFfBALjgzaTTHolfp2l+DdiLHHiXjDwO7t0TGv++F/ai/Z1vwcsOd1c4WWGx/UhNf87yn4+5y7txwWVnx66n1ZiBJxSsEzYS7117RwuQGhHj1mLX2ynaaOtogjWuA3gJJyseGlpnhXyFXY+i5FJMCUa9KWNgvOxCA4XXugAI3J/1Ky8EcBgNhUJoPOctsoAdIygbBTS1NcImYyikrdiY8+ljcImJXPMsAPti+wGApoYyyu4EGltngWonkDXj96N1mAAYgllogZFhAIbR3t6BouOivSP+PXg6a0bw2k1NTXjVq16Fhx9++HQPpV71qle9Ekv6n56qsY43xBF096xD94YL8WzfFjzx5JbYdsGGIVPTEpvwgkv+KUNLdGGo3YDna3AlU3l8qhLbSgOB7XKnhvbW1pjuUi6bS//eJO3poec5iNu3/wCqLoWpEaR0X5MrizfwULU8ayZsIzWM0RSu+H6SG4FmF1KouhQTFU/JBoKhLUkaVd/FIlmmK2UYmzZtgm3boNSL6U75dn6U9HeePoJ9wyKAQWhJGbgUw/HCNoBJEgsw4PHNT2LgCPeM3rX3xXj4Awie3LIFN3zuyziEVnzs05+LOyqAj0lKPGpVWIPMMFlxce2PnlHnIEvqarvOXxVrYpNSm4MnS6KZjiFn6ai4HhrTppIcyEa9xS1ZMCZcSAJjkxKLissbK6OrNUtasjggNPlSNiA/k1GbN3GZQg1xoyU7ZLlmmBa61l4AL6D3Ha7lcezRkMTixFQFP9h5NOxVzoCxsutrkBNkH7IpUOmLE2UYYctIj7K4jZ3Gn1/ZWHfR4lasmdeIDbMMoG0htMD92bvnOQDA8cMHQ/uQ9026T0zbHgqpOHeas8INtIZGUIkEImVMTTSXslMEC/GflQKBQDNVYnHaRjU8PIzxcW71US6X8cgjj+Dss89+hb+qV73qVa/TUzJBy6G1kYZ0OTjw7HZ86l1X4d47bsMfv+61sUY9GmgYShlaYhhIEIandA1TVSdm9+axeGMZILSJQrsoX0InphI0jBpQdXm0s6WHHSMA35nA978NvzJ29ffhM392NQDg+/feA1s0+1mGHrOwy1qaesFaIjo4einTpoayG2jSM+LnJoE2AOWYIEt6t56YqihNcDmgzxwrOaFGxGAoh0dp7ShiynDppZfCtKwQ6AgWE6Erk1UXP3n2OB7Zx+U8RP3O9zgOBsmMTNsYmq6GQCohwGOPbQIjHKiwTEM8/AHAY489Ble8xt1ULmEbrnVNjtkWx4Jvicf/Anjq5ZN45tgkfvViWJIk78u5XecnTqYArvPuLKRBQJAydOQsA605S2FgydAvbs0ChIiGzdpNelEda7ZyEoNTVTz99NNozphoy1k1m/RkUQbYAmiOFu2Q5dqd9/0Uy1etEXpfoUenDBOV8GdSTqZGRbOcToBdx6fwN5sOYtOB0cAFJag4XijsJakR1/V8DXJy8y9/ZoIOFVEnC9mIKRvrLl/Wjm9f1YULViwGMg1454034877fgoA+NqXPg8A+M7ffSU0kZL3TQLxqaqLvBVeRQH4fQkCZIZ446DqR3C9mEWf2o/UIIuGTo0gJv2aKXXaAPLx48fxqle9Cl1dXVi7di1e85rX4PWvf/3pGk696lWvep2yGOOAtGifKtmO++Sq1CzqwRGNesHyAsyvqWuYLCcAZErVcipP1iKxAJIkazIg7JMrAbIMAIhu59DabI/vTMD3FXWf6O/dDKfEdYTUSINCetv6QR2yMqaOsu2hqkIG4mPPim3US5ghBi4yphZqBAqyT3NEPO6J6SqPFmZMRUADwMGBYyH7sud2bAsESbDEZjeZSLdhwwb8+Gf/gWtu+HRMXiG2FCwk39+QaiTzWVxNbBNkAp85Pok/+k4fHg+ALAaGFWs2AKaQRGSbsHr9hZHjMVx40cXQLe7/rOVbEgIiOFN5qiY9GYCh9sqA/gEuNZD/L0uywA/cezcAhCZTQelBZyEFxnjyYmPGQEvWl9FkTR1ZU0dHnp+boREU0oa6p77NG42tEOzq78PP7vwKAOBjn/xzPLt9KzRCUHUpdML/JspqQjhYSDAqQWZ0MuixCLM/HQWjvDFShpzMCvgEh1xmhGuK7VI0pvkE50/v7cf9zwT7EFioSa0WiPYYC51PdExyXz4Tyx/gM0VK3qrXvwNd3T3o790MVwQKuXY5NJFSDHIAICcxyFmxciOfAVPTYp8XCX7LkWbN0DaGbwtZq9lvptRpG1lXVxd27NiBXbt2Yffu3fjCF75wuoZSr3rVq16vWFTYEJRtnq6WFN4hGWS5hKvpOkzTUill/r6gwK+hEdjUj1eW5SUs+ZeiALmGe1fQA1eCzcEEBtnUeFCDXcvj2OKANcggB5eeuzdshGWagF0GyXKXDEvX+LlFX56CgXLEizPqkQsEnC7EC992GabtKED2JRbVSGCBBC3D0zbASCz2e2DopLIvs6sV/McDPwgFSUh3g2BARjB0pLtnHd523UcTwLEPhCXQGRJAjICvGIBxxt6hTDGGaUND0eYuF3uHpkP7O/PcbjS0tPN/GBaWntsdPiAD1q5bj7e//wYAwBVv/7PYuAh82UcwcTFYMgBDlksZtg9MQiPAnsGpEHA7fOglAMD3vnV7zP83CJBnN6S41tzUMaeQxjPb+vDDu76BB77/zygd3YcleQpCOF+vaQRLWrKYqkqAXJuF7O/dDG+ISwTcxk7+b8odP9rEvR9PCAuhLMDWJsgZCLgfdpCtHZoOf16ICD6Rlnt/cGYbXrW0FfMa0zg0Vg5sySd+tkcxV2j+j09V8dRhP+iDgKDihj/z0XERIZMKri6NJMo1/FWQl/c9j3u++bewjz4PAEoi071hI/QUH4shvp9kZQOgFgCKVRf5BICckUmJ4jqaOkmc4AJQbjWmRmLX0beF9B1tZmrN3JHVq171qtcMKmnTVXQoRoq2imgNlvTJlUu4f/axm/Ct+x4M2bwxxhLDJqoRbTNFGPzqhDsMhLapIQuQnq3B/R6frODh54fw7PFJtZ2ha5jflBF2aXw/QYCYtXxrNnkRjk74Lzx5nhnLwOpLeYORqcsRMQE6+ItXMlAS1DLE0T33Qfa1iamEXsiQxCJi85YLLhcT6W3rAwwt3wxd18WpMDz04/sUyHt5rIzvPtwbjxjWgqEjtZPrpN+wHLtkkEEIqPhbOSmQutQFTRlxThpeCrCQfDuAEl2xkNuPTkSkOHwC0DZnPr/uje01x0QZw91PH46lpgEy5MQ/px1HxzFVdfG6s2fBpQy7As/LoUOH+H7tSkyHnY0wyGD8ZyMHnsVrL38Nvvf1r+CWmz6OPV//AF689Wrs6u8DExZ17fkUdGEJZ+oadAI83duLsu3A0gkGJjgA7d6wEWZ5DHCr0NoWoXvDRgUyZYjIbw6MhkC91GEfOXIEAHBk6GTsGkhteIitLdqxzyQANeG6aHELvvaGFTizPRdikDOmLnzIgQsXteCTly7B6rkNODJeDu2nHJBhAEle13xMwQnio/tGcNNDe0P3C/Cjyb/62Rt5vPk7r0R7Gtgh4qm7untw7cduAgB88nN/GZpIBUEtAExVPeRTcYlF1vJ7CAD+OY/Ku1SqpkOV3GoyIlVREyCbxlaAZlrN3JHVq171qtfvqFhkeTWpKOMMatnxMDxdjTEjAFQYBMBfSu+9/uNYurI7tp84PiaxJdaoJjZvGTgwUlIxy3ybZA9c6dkK+MvnL42V8aVHXsS3ew+Hx8yYMvXf1d8XAojTo0MoBpLKDI3EwH1Xdw9aGwuoGnxZN2Pq3LWDAWMVRzUQSWA7VnJQSBni3OIMsseAaSFjMfQkLaRWs0nP0Ah0IrWkHBiWBJjOWzqqWgp//JZ3KP039Vxsf/pJAMBDewdx94subNcNRwwHAIhH6Sn8+klomX5o2sau/j5871t/h939ff7EiECxpW9bNQf/8OaVWDu/CYdO+gAqpWswDZ6SJoHfjT/bg29tOaQmMHt3bg355EYBFh8SbxAcKzl44NkTeFSEvgSLM8g+EJRM5/vWL4RGgK1HfJlFx/xF/G9AYzrsnOmzjp0FziATQDU3MiaO4bnwqnKZn0EjBIauYV5jCkXbxa7+PniVIrZv345SxeaWYY4HMP6sfftfH0Sb4eLsS9+Aru4eFce9fFYeOUvH7Y8dxD9sCT7jDE/19uLhnz0AADhwdDDWzEgIX8WpBADxP289gsvvekpNSnb19+GHd92BA/teAOA3kC5qzuLIREWFyeRThnJvyZg63nb+XMxCEYdPTmPntqf58QAViCM/v48fPImtR3yWWTL78vgaAbYcGsMj+0ZweMwH5Ax+HLpbKalnd0H1GJ46PIZh8T01e+ESfp1WhINpTJ1AF6FFLuU+z6eSWMhJg6HxlaKgvj3oiS590+PbBJr0vGSd8kypmTuyetWrXvX6HdV01cNLo8lpdbIYGHTCm9pOTFZRrLqhgAVAgN8AfjJ0DWXXC8kxtmzZgh/efUc4nhaIsEIyQtgvy9CQNjX0D4wrFtNjLCZlAHhjmZsgsbA9ht0npkLj9oTDgqVrvnZavGRPHjvMX5rypSjdJ2gc2O4f5ezk7IYULEODpnEWVOJJ2aQ3VnawsDkDjRC1bC0rYwlrLKHJthIAeUhiEVmCJ4SoND4SSRnrKKQwXnbwR3/yNlipdMjBgArtMAOBWWiJRQzL83Vp4uXmxwaXUlTE9S45Hj5wzdX4x9tvwafe/SfYuWO7oKAJbI+Pvy1noWdBMxa3ZPHyeFkdp5A20CScH7rnNeEPz25HRyGFZw+dUBOYm957FZ7q7UVVsJ7ROGpeDF6g+axWXLFDKSbKDo6Ol5XGfk5DCmvnN+FfdxzFTsFEtnTMAQFwzUc+hW9+/8EwEykY5JShcdtBRqBpBJdeeiksy4ImTLE1TQuAa38KmLcMuB7jwNmpAGYKMCyMHDsCU9MgFzG6unuw9uzFGHb58oJc8l/SmsWv378eZ7RlcWgsqAkm2PzE48p2DdkmbNsSbmbU1bMSkONMVFC0PewfKaqJ473fuA333PFVAL7zwsLmDDzKMDDhu8QEm0x39ffh19+/Ex40fOi696nmUNujcD2GdiENuWfrEfz1r/cF7gv/rpH7CmqeDwa+qxzPb8I0Nahn96ruhaAMeGjvUHhMEScaQghyQtok7300RQ/gnzsGP2nP1ONJiUo+YXtq0h1LUwys8vAEz5nZoAfUAXK96lWvenEbqN+CQeZvc4Iq5civFNHHcrAX+cJnRL2cent78drLX4N7v3FbSMOZJLpIahrLWQYqDlUvHFrDxYIkAGRZRdsLLeerphudxOyvlixaCACYqHhqm7ShK1AmSy6/AsCchjQMwuUO3J+Zjy/oLzy/KQOdAGldg0uZAslym/EKX1oHITHtrATIkvm2jHBEdtrQUHE9laAmGeS5jWkUbQ+PTLXiju8/iDe97Rq8/qq3AUAoGvhzf//P4YhhjfhR05SBiDsV1SpLp4rgSoCTLvBGTcfB1qd6OftMAKn6CLKQLmU4OuGzyJIVbMoY+PIVZ2P13EYMTFTUBMZxHDz5xOPqGRyrZRXG/MbBRIAsJCQlx+OxzS6FLiYvX77iLHQUUvj0L/aCMc5UWoaGN7znwzizK7wyIuUtkvGWITEbNmzAo48+is/d/EXc8Jdfw5/d6F9bQpjS4qdMHVToY4lrA2nufz1v/gIYWpiFnNOQwvC0LZ4Bpq6lKSRDRwNglRBg9foLoVnCX9ewsKIn3PDINcNMyQHaA4E8B0ZLoaZbTzyPEmguaskCAP7pX36gnoVg4mB/72Z4owMAADffiv7ezZyxdilcytCRTyFt8InnscmKeg418f0iz+81y9pw5cpOaCQMkPMpXQG5W+/4R/Xsvmbjeqya24Bf7BkMjcnUEhrnxOdXgt9kBpn/nWwwtXTevxCOEvfZYcdjsDQCM7JNSufNfUpuNYMlFqc1KKRe9apXvWZCMYTtlBK3EeBXkbZELEem/a9RLp+IQF3CQWna1BO9dLu6exINBiit0YFHpNaZg2g9gYGRDBXAgZYUM6zsLGD3iSk8c2wSZ4hO9+DLvGsV1xTLCN5D6QXAwX2YEJIAQ+Msdsn2EAz1k0urKV1DS9aErmloTBtoy6XwzLFJMMbUNgCwsCkDXSPImDqmqi7GKw4WNWfVNhNll1vBqfP1gVTG1BQrShkwNngMH/z0VSoVrXDjD5XEwmN+fPDVq+YiZxm4b+cxZJYZ+MVPfgDHsfGLH9+H8+f+CrbHj9226Cy87uL1gWtJ4FF+/58bnMJV39uGL6828YX3XBmK5Z599nlCYuE/R0ZjB+jJARimidU9PMSDMSh9uHQOWdzCtciHTpaxsDkbvi8CQMxrTKOIFMxUBl61zPe5/kI8f0LYlyVILGSjl9TWJnkuSwnJVMVF1WOwKYMhnqmWrIU3LO/At7Ycgi28bS1dg0GSVxEADpCDTagAB8kbNmzAyHQVW4+MKzaUCZaZXwsCqd+ft92G15TDMQDz589PAGKczax6NPT8AsDchjSefOmkemYIgKXndmPNJUX0CaOQzjPPDY1d1wgclyprtyvOngXGGB549gQOjBZxhZg4OrChpTJwA8ebPrwHAPDw4734z29+Dnfe91O0nHGuGlP3ho0wv3sPbABa63y1KlFyeJNeIWXgh+/sxraBcXz5kX0YmKiIGG6g6vkTtxs2LgYhBP0DEzgw6mvJG9OmsjQ8b9VqXHKBHxZz/pxG3LvtCJ9IuP5EOFo5U0fRdjEtPueFBA2yZH4lQDY0XUWJB+8LwOPt+bE0GJrGV7pEEUICDbu8SW+87MQsH2dCzVzoXq961atev6OijKHieTUbsPg2ABiDqfMXiKlpGCuHAQdjcVBrakQxd2q5OeKly6UGkeMhri/mOshvYEsvDx+RzgvRIsIflQpmdLFgud69Zh6aM2aoUc+JAIyg/ZVcMp0UL05LJ2K5OyJ7ENvNbUyDEAJNA85sz2NWnsstPMrUy1PXCDoLKQGQ+csxa+pgzN9mtGQjZXDHDCMSKBJ9CZ84cigkC6GVEmdxhXuDlBe0Zk3cfPky7l+77+UQE/ubTY8pxraWVIEy4PBYCbbH8Fj/7tAx+3s3KzBaDqwqvOEjN2Pdx+/ALf90P849f7WQ0lB1/aRtnmQhf/zQLxNZSHltGYC/vPt+fOATf4Hb7vkxzjyvWzGMFZfGVkG4PMSXWLw8dDKmv9UEyCk6HlyPwnFpyJd2fJCzn1u3bhW2XASmYP6DZQkWtLOQEqEoyR7W8seUsVAUuZoQAWhuKCDd2il+TmBoWohBTgumsuLQWNjEnMY0bM93CuGe4BTZphb19wMTlVDDKyEIuad8+IKF+NjFS7CkNYsDoyXVjHrtxz6Dq6+7IXS8vVufBKZPgrXMU8+C3I+la+jq7sE/3PUd6KD4g7d/gK9KCN23QxlMQ8PcxjTOaOUT1sPCEUMX8iNH6HTl53xJazbEIAO+53nUEWJy+Bg8Bmzf1ldTYiHvS9nxHTOSXCyygdUdAEgZXLsc/C5QE9yK7CGIyzCCx6uKJtuxsnPKAKbTVXWAXK961ev3vhjjTW1Bu6v4Nhz8NmcspE0daUPDyYhRPgv8r6ycpeP4JF/y3bBhAx56+JeJXrqUhV8QwbQ9ACEd5Oteezl6e3vFkn+8dAK4jIn0P4oz2nL46loLLz18LxZmPOwQrC6A0BJ1tGTjlWSQdY0IMBw+qnwxzmtKgzH+ck8ZOjSN6xtdyhTYntuYhiaadzKWDsvQkDF12B5TS7SHxsqY15QBCKnJUo2Ll/DiRYu5pZ6mqeCJiojF4/63AtwbGgyNoD2fgtk+T0lJTNPE2gs2KgCRDJClDIdv07ZkRSxJToLRYHLfA4c9bKHz0b7sPOVZ3ZI1YZAgawoc3L0dKJ5E7+79SnoTBFkAZ5ABID9/Gd5z/Y1YubqHOwEEntno2CUQ27HzGQBAier4wNuvDIFklRBnuzwp0vMBspyQAcCff+QDGBwagimAbJITywc2LMQbz+kEWLKnNGeLhccJg7oO8lrIPWZMLcRCmnpYYiGfge3bt+PBH34fAJQWfY4IizkqPnOaSHxzKVPn9emH9uL6B3er/UkNsuNREPgJfUsDYLSruwfv/+gn0TGfy47kfenesBHaiReB+V3QxbOgPlMCRJ+/Zh0WteZRTnErREJ4/0AwCEU6mrwsADIhBK6QtQRZ3yWtWRwZL4cAZRL43dXfh38TftUfufYaDAwM8HNLuC9Zi9sNnhIgW/7qDiD7EbTQ5DVthllmS9diEgvAT8yUEy6dhMNqZkrVAXK96lWv3/tijMGl9JRf0vw7PqClMzSMV5xQEAVvrIswyDrXxJZEA8zadRtiXrq8wSs8HhZhh4M6SFuEjwQDR4IlvV89yuBQhuL4KD7/nitx5+23YPf9f4+jExXVvCMZ5KSlV9U0V/ElFjlTR3QSIF+e8xozYIyF2MOMqcHxmAoIWNicARh3nMgYOjoLKTRnTDgeVUDbowxLWrIAOKscvC+ZiBZy8eJF+MTNt0DTNFBKceLwAYyOjSsPYAlqfQCVQsXMqyS1W7/7Y5yzau0rpLERYeHGr0OqdU4sSU4TulLpUBEsjzLVdJk2dLUkLkFWf+9m4MQ+YO4KOIKFlO4MkmWeJwCU1NdqBKi4Hmjg2kSdLKSbiQTI0HS4RiZkz6aJ1QvuVkLheD6Q7O/dDK/EVxtczcDQ0LAYsw90g5OXd62Zj645DSo1MFpawLiEMRbahmtjfS269AWe3ZASEgt/PzKO+rM3Xo8HfnQfAGDgAHeXmB54EQDw9DNc+qCJgB2PMqWPrroULw4X1dhlsI5LucZafu6WtuYwVnZC1zXK1nZ19+D/XLERKLTh5n96AF3dPQq8BhtIFzRlFPhNGToKlhFyYSmkeaDKy8IOTiOA4/LPcDCgZ0lLFh6D2g6ASqTTtfD3hVfh3touMTAwMKASLKOVNXlQi3x2E23eIuDX1AjShgYa+C4wNIKUkEzIfxs6QZR3kE408vw5yxw75GmvOkCuV73q9XtfVDDI0WXjYHF87L9cCOEvgxcCAQ+1PI4BqAYg6aecuH+1n+hPEAofsSwePkJpWOsZ3iFvDnQ8hrHhE0oSQHc/ik5M4etPHMRkxYlpXYMlGeQhAVayFrdwK6TMUIOifHnOb0qDsvCLOmcZcClVYHtRc0ZsAzRlTCxrzyOX0uF4NNTIx2UhPgMtS0ksxFKvZWiYGOOaU0YpmFPB2MRUzJdY6n07G9I4NllVUpIVq9agWPUCEoskuzQOcstiXy8cHlA6bTnRkeEsU1VHnLd/Li5lYjLDr0uUHe7esBHGwG6gsQN62wLh7xvWjLZmTaQMTbklaIQDv+C1iTLIkplbuqLL/1njrHhMNuNadYcyONRnkLs3bIRB+XOrZxrQ0NIuxiNkHY6nPIpD+0OyxII7l8gG0/BzomkEKZ3fazkJ0ghwVnseesTNRD4DLjQwwv97/55nsKu/D1+67q0AgO/e+33s6u8DIRChHAytOQtnz8rj3M5CqClSIzxJjrJwcMWSVi59CUoaktjaP7loFQBgrDA/tE1w0rmsPYeXx8qYqrgwNILWnBULyuAgmh+LEIKqx72SgymXS4UUI+jDLh0jguC3e8NG6FTEYmcLaJ09r2ZDnHSYOVWTnrzmJ8v+547vL9JEa2lKYmGK0KDodyJv6vWjxLkH9sxDyHWAXK961ev3vhh4GtWpADJlDCDh3zdlTAxOV5U3cRKDDHCwIHWgPI46vB8iGtFCx4rsR+ogr/nIp/HgQw9j3br12HFsPOSdGj2rikiumzN7dkhS8M5zWzBedrHr+FQMrAVLMsOHxm3oBGjLmSAEWNGRx2TVDbhP8L+d35Th4Ciwq4zFGVMJthc0ZYT+VEMuZaAxY3KLL4oEgMyQtYxT6hxTshFKnB9xbVRcir07t8Fx/aASycJxB4SqcqYACCarrnpBS5AZdamgDKgKNnrzU1tDYSKAb5cmG5165jepMXuUggXYfl/WQtS9/fInPggAeMsXvsX9fSMsJCEEcxvTAQaZoOxwJwQZ5TxStEM6ekIAlwHzlp6pfvahL94eT9wj/J65HneFMAPs6Gdu/hIA4IOf/StkGpp8FlI0SqZ0LbaEzsBqMMi+1j4JRGcsHa5HlY/wGW05pA2pWw6uSvDfG5m8cqc4t+s8HqlcKQLTo6D5NvT3boaucS9ohzKkdA3/8vZVuPES7gn80klfzuC4FB4LA99l7RyMBsNS7AS2dm5jGvOb0nhaeEjbEfYfAFbNbQQDjxZX+3LDSZALmzMBDTJnqz0aTrlc3JpFc8bEEwf9wCDu39UAACAASURBVJOkRLqu7h7c8MnPAAA++ddfR0NLe6L+GPAlD9J/PJdg8yY/dwdGi7B0gqa0GdKNB7eToSiFlCEm8HEnGtmkZxrc1SLpeTndVQfI9apXvX7vizLOnLmn1CAng18Cn/3warAgcvkdkGls4f0QhM0vGKCYtmB1dffgre//KFavXYctvb34+kNb8Te/2h3axg+S2Ka6/GfPnh2SBPSs4oxi0XYVWGNgseQwyYIOl1zMyqegE84INWctzG1MKZAqX6hcg8ygB7qvTKE7XdqWxccvXoLLz+KJb0bgEkggEXS6WNzKGeRUhKWSOscXDxwCABw7tF9NHt70tmsA18ZkscR9gp/qDbB5gkEucJZ7cNpW11pKCwAOkKOBKXt3bA2x0TTTFGrQAzjILDt+fPBnX30mvvb65QAEgxzQizuRMQHAqy/swdyGNAZYY2ibIDgKAmRD40+j7VF0CFeIr/znfnzgJ8+q7TXCLeqCCXyF2YsRLQZ/Qma7NAT+zuviz8qsBUtV+IP8K5cy5FNGzEqQsWRwoQWALmMs1AwIABlDEwwyv8ddsxs42BaAXNbAfh6lfOU178dlf/ynAICV53apiRImh4CmTnRv2Ii0oWF2QzqU2iabVoMJeEtbs3C9cDJjS9bCuZ0FPLTrZTVZchLYWgBYM68JO45OqGsIhO/vytkFGBrB9gE/eMWOHG9BcwajJQfTVZf7eDMKh4ZBtKERXLq0FU+8NKr09VGgLescEQoyZ8lZimUu2/FmZJmYOVV1kTX12H2R2wDAeNnF3MY0dE3qxuMNeMdFiuS8xpQYV1KTnh8UQkCgk5kHR2feiOpVr3rV63dcjHENsHMKIZxb63ckYLvGkpPt9ED0M03QDRNCQlo+LsOoJZ0A+p56Cpe/5tUYGhrGgeMjisUMArub3nsVnnxyi7BSImF3ChkJa/tBBK7H1BKrrCBgnd2QAog/qoXNWfW3rz2rHZ9/zZmY25BWCWqyJCjRCME7VnOrNRoB0SlDA4jPRGdNHR15C2Bcf2l7FEfGy3A9qrb5+S9+DgC487YvYld/H7q6e9A5dx6YUwGMFBzHwZbNj8PxGHSNqJf+nAYOJmXjJMCEhZkvsYgGpuzq2yIa/sQzICKrg04kOuFpiMHldXlMl4nocHFlovpigD8DPQuasE0Ewcht4kvw/DpYhoYFzRnYHkMhZeCN53RgXlMau49PqdUIQrh0Iii92HpkHH+z6UB8tYRJP+Cwi4Vs2JIaZVP42BqCOc5ZemxixYTGPFrS4YTHX4dXGgAOwoISi8bKMP7l29/A8zu3qodqV38fvnrTRwEAD9z/A8xbepa6lnKitGzuLDQvOUd4LfNJVlWA+139fbj/7jvQaIUBMpc0UJgRGcLyTAmHpxn+4e7v4INXvwnHjh1PXG1pz1uYtrnWWU46g/c3beg4p7OgQHTQx1uWdLJ4bnAKAJdTOAns8KuXtaHsUGw5NAYgDrRlyQlu0XHVscYrTigxEOCAtepSTFbcRIs3uY0svlJEYOkaGCMYKVbVpEB+Z1g6QVsuBctI1jNPVbnvtpRzGDXY7dNZdYBcr3rV6/e+PKG7LLseJspOYmhIku0aLz/JKuo8IUsGEQC1NchB8pnW2kgc78knHodt24BuANkmbBXJYEFg5zgOHnv8CTCEmSwg+OL0Qk160UNK5wcAmN2QBkDUNWhMm8ruqylj4o3ndCpWLciu8WOH98ybuALH0TWAAXt2boMGio60jHQmyFk6zukoYHZDCrbn+yl7FgcTXqWELU88DkDoLj0HMFIwTRPnr+fuFMFmqdnC5eD4JGe5CAgo8/10T5YdrF5/YciloqvnglAICMm14LpA4IU8ZxoJrpBMLBWWe/KyyGseBZFzGniYie2xROnLio48qh7F/qAmVjCjb2wZx+LJ51H1qLIV1MBBX1Av/ssXhvGDncdwIKBhdT0GQ/Nji4PaWXm9i7YH2+VgTSdE+FEzzMqnYu4vDAykxpK5QQgog5LZBCtrhrXo9958Pf7561/Bh66+Ei/s3gGAP+NumQNIj+g4eGB/6Dp1dffgtRd242QVGAvoyR2PojwxpiaQkwefxXMDw6Hjy8lksFIvb+fntGQdXMfG8RMnEtnaaMxycEyyVs9txJ6hadU0SFl4m1VzG6FrBH0vc6mGXHlyysWQ3Kd7XhOaMgY2HeDGzlGgHR1TyfbUuWkkwVVCfB8MTFTQmDFj++HnQpQDhnTckM+4lEwAvuXjvKaM0JUTgJFQGE/G1DBStOF4DAtEquYMxMd1gFyvetXrf3+dyt8Y4MyvoRFUXYoDo0UMiiXCYLmUJnO6zH/hcCuvBA2yCCIApAY5YTdBBhmomWlMCMHaCzbCsizAMAFNx9JungwW1OKapollq3loQPRFLQFIseondZm6Fg85gf+SndOQBgKNZprGNbHTEdYZCE8kJPiN3oMgODR0Dft2bcMHr34TaHEch/seFWCAA7KlbTnkU6LZT4yHZLkUQScUS1fx8+zq7sEfvuGNIKkMbv/eT3B2V7cAD/6xOvIpEADHp/y0NcDXjVZdijO6ukOSlOWr1sANRBEzAG987/UhLa8mVhJkMIuhBRlkGurSr7ocrESfFdnIyEGWz0JK2Ywx8hIAYPeJKX9fHkV5chwfvPpNeOIn3wMAPNbHwaQmLLYkGy21ygBUNLi8F/K6Oh6FEQCuGZPrTIu2yxlkjYAIB5KUoQlAFQHINSQWAP8syGfBiDzjlsGt+l69rA0btCNwRw6LJEIbz23fBkA84+Dno6dzmL1oqbpOslZ28hS+5wb9BlrbpRgfGVQTSIwewdEpJ/RcJjGxr7qgB2T0ZWDheTBMC03tnYlsbSYAkJU3cwT1ndNZgEcZDoyWEu0Vs5aOrtkFBZABYHxyEvuf2xXSvBsawaLmLIbE91QSyyz3BwiPZ3FueoKHtfyM7x8pKjvBaMmAD8B3VDE0gtVzG3BGW16tkMl9LWzijjYpoSEfK9sYE421wZWpBU1pviKRkPB3umvmjahe9apXvf4ba3CqGlhOTy4q0sPKNsVw0VYvnvA2yaEcMkQCACiSbdekjRQgGeR4k14QP9JTNAvqhAPBf//lr5BtbAUAtC7mWle5xCztyxavOB9A/EWtC4umUoBBtnQtMblPvmQ7G1IAISHw21lIxfSnUaW2rhE0pE0F0gA+SYg2aO3tfwqObQP/dgvw5L8IbS9RQ8oKNwsZErFwBXcO+MQXb8Py89eq/SyYPw8MBCuEdZvtshCDbBka2nJWgEHmwNZ2qVru3dLXH3apYFI+4d+XYxMVFG1/csA9hxk8SlUjm3zpezQsrXFqLIknSV8O7n1WsZ6ff8+VyBvAcwGAbLsUkyeH4Tg22NgxAMDW3S+KMfFJm5QHndWex7L2HEydYP+Iz0K351Nc2814yl+QQSaEs/hFMSZTMIkZU0dD2uRyiMi9ZKz2krmpa4pBjoIiGRgzrzGD9114Bizh2mKaFs5ZvQYAf8a/cTefCFx5zXVo7eTOEcHruXxWARoBdp8INtcxzO7sUBNIfeIEbBgYmg5auMXvS1d3D85euhCdi5bhzvt+ilxjSzJbGwCjSfpxAGgQz1fJdgPuMeHr1DO/Cc8PTSuXlonJaTC3Cup5sKsVPPTjH6jjSdbWdmmiTWPoeXK5PEYHagLkou1hbmMmtp/oOS5o4iBa0wja8in+mRS7lPKYhc0ZEELUuBgj6pshYwUBcia0UjWTqg6Q61Wvev2vLsfz1IukVrmUwdQ0TFUdUMpwsmTHliE9egrw61F/m4T968RnKDmD/Fs06dUYKxF65p5162FmuMxgcNoH9FJrvHzVWuUBHJVYAFxmEQRiZtCkNlDypTinIc3dbwMXQXaph9hhFncwaMtZoShvyuIOBhddcjFMy4Q+fACmXcTq9ReCaP7xMqYOj3JXB40A04yzoStWdkEnvguIdECoelToQePLzwuaM3hJ6E8LKQMNotFstvDJvenpEr715EHF2MmktaBG/VO/2IP33b9L/VsjQNX14AYkCvKl70mbN9kI90pL4gEW8vmd2xTr6Tk2Wr3xMED2KDpmtXMLwOIoQD1k554hxsSBvXyUb33d2fjuW87D4uZsSGKhSiQwRsGKBMiOx2DIZXVLR1PGQMrQY1HQFAxxfwOoa8KEBjlKGuZSBgopAxXX811bbvg0fvBvD2FF1yp1jO61nLlv6pibaKmWtXQsbc1h9/HwdZrd6Terfvaj7weAEFub5AYBALNaWpBv6+AexzW28Rlkmqgf39Xfh18/yD2bS048IltWz4JmMEC501jZPAiVFpEMP7v/X7Grv085T8hzSyU8TxJ4loRshyfyxSfo2QBgnVuDQQ6e44Im7mUurzifXEe2ac6oBktTpGaq/YjPaGPaQCFtimChmQdHZ96I6lWvetXrv7E8ilD8b1JRMJHY5vOf0Ya1Wi99jXCLOIAzv0m+xDLOF+DgMCo3IIg36T3y4nAi8y1Tv+RyPgAMTSV49wqbN6BGSp5lKL0rAJgG7yaPji0nXnizG1LcqizwO0PnS+zhpp+410dz1gyxr/Jvg3XJxgtx63d/rGQNK1f3hEC01DLLpd6RIo+jnpWzYBm6uhaSYbYdCopktvas9jz2iaAIy9CQNjTYHsOKzgLyqAKeA3SeFYiRhmJQJXgcLTnYN1z0dcmEwBZAWL7sJYvqMoa7+ofxrSe5RCKJqQTCy/QSjK9eszakh141vxUvnSwpaYvtUczu6MCd9/0UH/z4p9FkULwwMKT0qhWPqslXTvhYn9GeC0ks/DvHn+U4QDYwbbs4WbbRmDZAQNCcMdFZ4GCqo5AKfV4YA2qZEhgaUZ8BPYE1XNCUQVFY5XV19+Ct77sBPes3wAzYyWkCUEk5QzCKWdbKzgKeG5xWE6eqcHqQE8jXX7wOs/IWHn9pVP2NU2viYuko21Rd76R7d+KlfQCA3bt3Bzys+Xayefb+7/4DAOCFF1+saa949qw8AOCQsKDTrBTmzZ2rzo96Lvp7NysvYT4mljgJBoSFmyMbLLkeOPoJDUoeohKLoHVgztJh6QSzCinejCt2I2VUwX0tbM6CiBWglKlhflNarJT5qZoLJYjWiHKnmUlVB8j1qle9/sdWxYlbFkXLo35EcK2ilIOZou0iY2rQNKKibmW5Xu3UOqm/c2sMRTbGMMZwfLKMT/58r2qk4vsIyyqqrofbHzuIB549kXA8/kJkYjkcAIameRd5mMklieyarKylc5s312eQo7HOcjuNcO0uCMHWp5/Crbfeit7eXgD858EmMJD4JCGfMkK2dSxBipIxdSw/f61y2mAIe80GJSAySe2M1pxqBJKAUjLINuXXyPZYSMe7q78PZ83KoepRHBahDBK8z21I446LGqAd6geaZodipKUVnExj0wnHBC8FnBB0IlYjBFiRAN/zGF48WcEuwWjWYiGDy/SShTx/dVgPfemqs8Hga4htl4P8ru4eNDa3YOLQHuw7PqrY7wWNGT4RCGiez2jNYWjaxmQlGpXOQuOXlbN0DE/bKDsUbTkLukbQmDHRJBq6FjZnYlKbWkvmusabGRmSdadteSvkey0nXJamhX6eMTURAJIMas/pLGCq6uLIeBmU+Sl5aq+E4KLFLXjq8Jhi66XTRbSypubLGSKa9l39fbj1phvxdzd/EgDwN7d8CUcGBkLOKbJ5llX4Pdu3b3+ik4n8t6ERNfGyXYqFCxfCSqVDzilZk7P6aky1ALJYKaoKBxKQ+DpRLQZ5quKCMfgNeKaOeY28qY7A/5xbhgYi7msY/PLvvqa0ifZ8SjRhsoAMIyui6f3P9EyquBt0vepVr3r9D6lDJ0uY05hGQzq58xoAPMYSXSlC21Cq2OGMqUPXCI5NVrBQ+KUCwqYrUWIBxWyxGgwywFk1jzLsPjGN5wan8NCT/aAv9qJ7w0YsWbk69NKSiW3D03EttK4ReJTCo7537zPHJnHZP/bir644G5cs5bpkEmC2k5YvJbMUlFhIgBwkc3KWjtaMAVPXsHfHVnz22j+FbduwLAuPPvoozj6vOw5oIpcgbWgwNd4cJEFD9DqlTT0UxMIYCzE4wQS3rMWjiM9sz3EnAENTIF0xyK4vsXDKRXzw6rfAcWyYpoXPfucBAMALQ0VhpeVrRrtW9+D1h138/GUXd3z/QXR192Ci4qDqUniMu2h86IKFaMtZ+NIj+3BgtITlHbwpbGFzVoDRCIMsgio8xsfo1ABiA/v3AgD27n0erHkeH5POwa9sCHxWBE3IQJKqAEe7+vtw2+c/BXbJ+4BlF8Kxq+jv3Yyu7h5lzybrjDb+XO8fKWH1vEZ/AAyheyQra+lK1tGes2L2bA1pE605C9NVF/kUt/GrKbHQibJ5S8JEWcsIM5xiwtWSNTBYdUEInwRlDM6gUkNLdJWQTOjwtI0OMamJgsiLlrTiJ8+eQP/AOC5Y1FJbG24F5AwuVRpayQzb1QpYC9dCU2JgYOAoLGOO+nvZPOtQBxRAx8KlMZY5dLyAK4TtMXSKFYKgLn7zlkMoC4KAA+Tk6x1kkC0hsYhFxYsPvEagZEYAUHJcLGrJ4uWxCnIW8N6e+WrcXFPsV97i4Pf1yzswK59CU8bEcNEGIcDyjgI0jSCfMjBZdgIsc0YAZBKykZspNfMge73qVa96/ZYlo5RPVR5jqJzC3xgQCXiE+3tK26KJsoOq6wNrj9LEoBBN6DYBYO/QFO7tP5J8EOFyIPd55513qs7053ZsRZC4lexRkGVWuyFcWlENnPezJ6ZQdij6Aql6BFC630QNckpX3rYAYBo6LEOD67EQI/yuNfPx5vZp3PPNv8Wv/+1HsG0bnufBtm1s2rSJs8OR6xIFv4TwJfng9YwSjOmIxCPa6GUGlnGlhvHMthyYiAeWbLpkomwhLXA8ivLUeMjX+PgzW3hM+DB3OfBT6/jxupcvBQNB69Jz+VjBHU5cj7OQ7+1ZgNct74ClExyISBWCDVO+iwULSX2qCZrRXf19uOWTHwIAfPuOv8ORgSPivMMXSgKJirAK8wQ73N+7GZRSYPw4kGkASeeVR3P0eMva+TJ+MCGO3xMiXCziGuRpMfbWnKXAb29vr1pNmNeY8V0+GBLlE4BkkKXEIhmCSBANQC3Tz27M4Pw5jZiq+mymjCtOArVyyb7iUjhu3DECANaIycFeERdfa19ZU0fV46mFQdtAxQwzBjgi4TCTR2vnnNB+pJ76/dd/DADXTkeTEoOVsXS16iUbI4M+5nJMHuP3thawB3xwbwttfNJtUY24hZSSPpUdD01ZCwuas5C5RusWNGPj4hbxV2EyIGcZPLWzMY03reyUm0AjRPUkFESkvAwW4rHzQmIxAxnkmTeietWrXvX6Lct2Tx0PDXD5hOvR2kEfSG7AY4SnRgX3k/Ry4Q4VfN+/3jeK7zx9JORuEDoOYygJLaObKijAtvPpJ0OcjgS2wwkAWQNneYsJ9mp7B/2mJFPn/r5A3MUC4Npi+eLk0bn8RWl7FIPTVQXSvaN78c9/fg3uvP0WPPLgD2AYBnRdh2VZaG1txd989Ta8uGtbKCo7CRqlTA3P9m/lKX87tsW2IYQgn9KV3IFGXsC6RlQ4hQQ/y9pzIIQoBwbAl1hIXbTtUbQ0N4d0vGsv2Igz2nJ4XgIjNUngr8T5opN/QMY6axyQBlPNDI1gUUsWBwJuEHJfSoMsXSwEuCqJ+xpldIGIv69m4MiRgWQruEAzWJD57t6wEZaVAhk/DgB4+2duU2DKiWhU23IWzpvTgJ/vGQzJcnTRbBeXWPiLza1ZLrHo7e3FZZddhs9//vO47LLLsGPr02qsXB6DxJJNeoQkTTf9cUjJkVymB4B8SlfjTZsaKqIhzjI0nJiqhj7jWbGSIOUF8joFK23qMHUSaHaL+yADvutCRcYjy4lUwFbRAN/HW/7sIyi0tCe6YVz7kRuR0jWUAvfut5F0JIJo+RwEHCqSSrpdFKsuMqYOg/BnKnjfJaMblFeUbA9zGtJct25oCd+f4ZWivAC/4WIRlplHyp83pwF/cdkZCmzrhLvktGatxHM4XVWXWNSrXvWakTVVcVFIn/orijPI/EXS29uLTZs24dJLL8WGDRvUNp6IkHZOAaSjYAwAsoaOoxNltTzrUpaI/HiTHv/vaoD5DYIKfywMVTFerdAGIhuv1m0EC4xPRsgmMciaRuDa1NePVktAKgtMjWCv5i+RcwsuPoZay8bBdDQCgpxlYLI6jeaMBdujSJu6Hz4iJgHvuvZaLFm0CK2trfjYxz4G27ZhmCa++f2fYtXadWqM0drV34dPvOvNcBwHpmlixb//Eq991cWhbRpSBkaLDgeYCSxkxuQyDQl+zmzLoex6nH2S+mTxOw7wGWyXYUFbMz4WWaI+a3wffvXCME+ti7B584WN1ZFx0ShFCBzKQzTyAb3mGW059AdYeyAMRoMMMgfIckk8DsS6N2yEeee3YAPQ0nm0zp4HayR2GX3gF9App3QNXas4S/nElqdwjwc0rbxQ/Y1sZAvWm87pxBcfeRE7j01i1dxGcZ7JEovgObdmTWgE2LRpU2g1oXfz49j4Nm43yBiDVqNLz9Q0sVpSW44kG/kACOcU8bdKIiAYZNeDqWtI6RqqLgfLkgENOoL4VoZJYFSP6ItfwV0kMAGSzHB/72Z0rbsQ73/SRnPnPIydLMEyNBydqGBW3gqB14yloRJwKUmSP0l2nDIWm9zIyim9OlU6+5LthfTEcuyHx8qYtj105lPQdZ6Ax9lwDznLUGA7aPFGATSkDRBC0FlI4dhEBU0ZPg4mLAtJhEF2o/0ghITusTxXXSN487mz+XEcD7qmIZWQuHe6q84g16te9ZqRtXdoKma1Fi0GHv8bZbNkAxnAQ0BcduoYaY/GsW/W0jEybQeYrGRdJSFcEwz4EcKJ0gjw5XDJDndddHnAsWFtyMVCLq9OVPwmOlkckFOMySbCQ/3AsedBnv4RHAq8FEhZ81mqU9u8WboGBukXzOUQksmNho+88/9cg5tuugmjo6MKIDmOI3yLEbJ/Ctb23ifh2I5K+XtSpN8FqzHgl5wURZwxeVhIQ9rE3Ma0iEEmChQDvsSi4vIrKpef84vOCS1Rzy6kMS1T6yIMY1PGRM7SFUA2NYKMiLwORhEvbc1icNrGVMVn84N6UAnwPY8DT0+A7OhS/q7+PvT3bsaNN30eAPD6q9+NhtZ2WIaGgYlyKMo56HShnBACgO3DH7kBC5ozeOaYL59I0jy/elkbcpaOnz03qH4mvZyjEyoJuhrTBixDg65puPTSS2FZllpNuOiSS/z7TmqlTvJnkYFzi7W2MTTf1YVF7cSY3ytQFnZp3M4s7O97cM8zAIADBw8GgjuSwW/5FZrdwol0YbZWSh9Wr+mBTvxQjpSuwaH+syUrY4S1/zXHJNhqoDaIlmPi7irAwEQ5vi9LV8FHnQ0pEHAJ2cmSo1bIdI3gypWdePWZbaG/lSC8NWspCRMgVwgiPQSJEonwypyMlA9vEbf7mylVZ5DrVa96zbiiIpbU9igyWm1mwfUYyrYXY7M2bdqkWGRKGYiI0K1VXgI7rBH+kpYNR67HkIpGf4EvD1Zc30oK4I1B0WIg8BhTOlzbzOI9198IAKLZxt82CIhGS7aKR1bjosBYlQNk48gzYM89Cq1tARwAe4amcGY790dOSuuSJXWVY2WHM4SMwDI0NKZNzCqkMCRAfld3D7727Xvwwt49WHr+Omy4gF9XCZA4g2zh/PWCsSRxDTIAXHjRxfj72024DmCYJi66+JLYNilTV9eB2z9FgZqGsRLD9f+PvTeP16uqr8bX3md4pjsPyb2ZQ8KQEALJzXRDgCCiOPxoFW1rbWkV5aOtrVbbWuj79q3VOrWo1FqsbamlrYBSlVerdaoMITckuSQEZJ5CyHzn+4xn2r8/9nD2mZ5LBUn0fb6fj5Lk7nue85xx7bXXd60Ll6kOfjDh7wrObCmJhRsopw/boPCZiDdWvsqh1jJ+nAghWNxVwAtTXGJhGhQDHXk4MSZ2tWjO2/vCFC5d2SeOeYCizZtGlQ8yY5CnVE81A8JGL9lAaL/vdnT0D2Cq5sEWoRquYC0PjO7G3p07QLCRW5xlgKzzBztwzzPjSsqQpnkuWAZWz2/DwckQVEm3lTSbNwDob7MVoBkeHsaPfvQjtWqz+oINGDk4Ic5JUhoSfob04SWpKw0Alx3UXUkhh+eMy2z4PhaEzVvRMkTkcWgDd2B0N/7wt98KvOff8dWv/BvO7uTfPY0dLggJAhNs7ZzuIilsPBAmzcmoacsgsGgylEN+XnxSFh9zYrYROsw0ZZDF51HKmWGNRQeiFm4D7TlQUlcWeV0FSwH+P331mWqc5wewKVGsLv+s8FwFLMmutoteBHnNiaMSmQTlTQMU0ftQNumdjtUCyK1qVatOu2LgINHxgqbdzQE4a6uDNdu2sX37djVGBjQ0Y5Cz2GEgXOrlLhbpDLJ8CcoXWhqDDAjLOTFmvBpabBEg0qRX05rZxipRgCxrSjDI73rfB2A8tRnrtlyI9+/28cixWfzSubxJppnOUYKe5yZqPCUPDHmTYqAjh46YtGX1+euw9bIrcLLsqBebDpDmr1qPM8/bIEan2+FtHh7GJ26+A0/vvx8r1m3Gli3DiTGUhMvp0v5Jrzabp+kt0LSShBAYlGBRZx5HZ+qhxMLz4WtyBlPoWqkhpRihrtRJWe5e3JlXzVuy4svd6xZ2oqdo4buPnYgAZAmglMTCD9Tys2T85HaUhMX34cGBHbhcN+txZlRax+lAmr33Kzh0+Ajcc+YBSALkCxZyffHByRqW9RRTNc8AULRMTNY0gEz5hCLuUS3BWH8pJ2Kkw2sA4HKLSsMDGTxbnJT0wBwAwiKM3+NZjWUc7Mp7IKp1DRMVDZFuyBMQDRqGxYyO7IDbqAKBj4BaePjAgwBWNCtlNwAAIABJREFURyYlUm5TtGylxU87lvIzAckgM+XJHGdRpd7X8fiERGrm49viuuHsz3Nmp3DsZBX7940CCJtH9VJx8Y6n9skWft66WiEOkA2njoJF0Z430VuyMFX1EtdG3QvQWwr1wAUrBmxTwoBMg6K3ZKHq+Jq8jEWemZQSdBct1N1ATTpYSqrm6VItgNyqVrXqtCupvUvGGEeLBVw/emGMzYpokBkHKg0vQJYZXBY7DDBlYZaVkid1m0DY7JXWXAdh8ybB2Lgw4CeEJLxJG5pvc+q2wJRu8swzz8IlV/Dvu/HoI/jhk2P4vW3L0SbS4YBsDTIAPDdZxWUr+wDCgdCagfZstj0GfIaHhzE8PIz9h6dD32hGUhlkgxCsWrcBF2+7ECcrjdTldYNGXSySAMSMNAPyI8Ff2st7i3h+qqYAQd3jDLLjcVmESQk8xtRLTzHIXphqpk8kVvSV8MMnxzBTd5WNYJyJNSnB5Wf14xsPHVUWZ3pog3Th8Fl4jVQFY50zKcoNT0lYPHAmvpS3VNIaB/YcZOlAGm4dLxyZRcNbCyDJQp4/2AEA2H9kBst6imh4LHUJXA/AkOeIN+klXSwAwSBrAR9S2iQnpn/5T1/DxdsuRJw51IszyBwkp03cAMCi0WRJ/Xoq2AZmai7yFuUSCy+AXeSadem2MDS8DbZlo+HWQfNFrDj3fOCAq1h4nbFfcf1XUSXtmptLNhiVGmSTEjw7UcXKvlJiXE2bAFGQxPVatIzINRfXRR8Y3Y09d30fwdL1+PDvfgi4+gsRWY++HQCYEfIeS2iLuRQiBMXyPi/ZBtpyBnyXoGAaWNSVR2fOwrHZBtpjULDu+egrhd+NUoKugoWGICzSJBYAly09fGwWEluTlOugvy2Hx0+U1X4FTRxPTnWdpsqPVrWqVf8vl7Tn0m3B0spjTIHJ4eFhXHfddRFwDHCJhWWQpl7IWeyw/H1AsifJnxNCwMAQBKy5BplEQ0u8gGFavNwISCQopOaGmtZUNpoglYG6ZtNiTNc93Lb/CABNYqG9YGVgxtgLzwLgrOj89pyw0+L/k3ZQ8Zc7WPqyuGWQENBksIf818Kl16zYbjkmQJJZypvJxDS5raJtYklXGFhRd31lK2UbVDDI4W/prGCa5da6hR1g4CBTVpqW93Vn98PxGX78FE9kczzN6ULsK9cfQ32etFI7PFPHees3RoJAutqKapneNigo5cdC14LDa6CjbyBkvmMToKXdBRAAR2fqODC6G0ePHkW9HLV0A0SEtBtLjGTJkA8JkOcJiYUENHFp04E9O8UZyb6fRvfcj9u/dCMe2bcHVqbNG41o8vUtFUWjZsHkTXoNEdxBCFEIWTbPlXIWtl7+RixewZltS9jh6ZZ/tekJdbyBrNRJydb6ylaPkpRQHQl+PannZ4jfDXmLKhANiMZdTVI1OrIDQaMKWHkVPESQfA5IgClXkiyD+0HHJ7fyOl/QkQdAYBCefHhGT4lr+FPmwgzJ6Oe+kq2eoQFL15h3FqzIM4OxZCNmZz46yW3meHKqq8Ugt6pVrTrtSgYJlJ3mAJkxwGUspnuLls84o1d1A3RkPIiDDHZYl1jM1j3kDCoaw+I7wvXF8uWUpkGmhDPM+stwrOKoNDK96lok36HJGn705BhetbI3ou1Lk0+smt+O7St68e8PHMY7Ni5OdO/r7BldsQl443UA+AtTf5UTQtBmcwZaanoZY5nNNAYlYVhIBog2qG7rle5gYAg2nX9eSpiI0DBGz3e4rZ6SjUPTNdgGQd0LULRN+IwfI5NGl7sjzW4petA1Ax2wDYIHXpjGxWfw8JU0/em5A+0wKVGpfHqymwSSXhBEGOSG8EqWbgJ6EEjxqf2oCY9j7ubBj4numHBnbhC59u7MpERCCHIGcPePf4xb/vk6uL92A8affhgH1ljqcwDh4KDdY/IUxoGr0iCXchH9aVza1NHZjX/+289gxQWbsXHJ5YjXyMgI3vSGK9BoOLBsC1uW/XdiQgtIK7jw7/r1VBIym4JF4QrPbgVqtcOwdmgTeh/ei3xnSR2nnEETjP1Afy+eb/iZ0c9AeK3IVRLToLBNwvW+Wo9EwdIaX03e8BoHoNI1Qz4HXBZgtuEhZ3LadWh4G4yRf4dv52HkiyqgSH9u8O3w/ZyqS4As7rs4QLb1qHiRWie+j0EJ0h58BElWt7NghYFISPewLlpGBDinWfnxVM3w7838sE91tQByq1r1C1xZ1mene/Eud4ZqIxsgM8YUqPNSloVlBaLpqOH5QIbNps/SdbNSYhEEDDfc/QxMg+CzV56bHCbYYbcJg0wJQc0NUNY8kserDlaiBCL2QVZVG3P7g0dw6/4juO031qslXT0lL/5CX7+wE3c9Pc5jpGOsWGSZvhZ6Js9vyyWAbXvOwHjFhZQjBymAVZZFKT8fc4Do0Hs1XYbBP15KLJIaT5nG1dCAu76cnxOgJG8aqAsNu/z+ERCPaJCEDqBk5UyKNQPteODwtPq3NC0vIQQ5yjA6OooDhZORGGmpj3Z9pnCStNazDQrLSCYX5kWjl9pHwiLM6NqhTbj39v0RYJ8WOlKfmcBTzzwNOA3AMMG8MFlPFve9ZqqxS4J4M3YvLejIwaQEZ4vmT3ledB16d08vPvCB9ysbv3O/+328ZvtFke1IxjkIfLguIs20ekUmM7H+2ZxpgIEp0Hqy4mBRZ154+8YdI7hXst7stkqbaAwNb8N/TnXjsafG1WoLwKPb57WFiXKShZVg1JZyBp9BD/Es2gbGK45q0iNENiRq+6QcKmSCpREZsXZoE978Vg9fe87HBz/2OXzqIRcWpYnnU1FMWqaFE4VFCQxCEoSwZL8XduQRgMHS7Pcsg6JomXziF7uG4veepXlys5QmPUBOZMJGvTQG2TIoSnb4mc38sE91nZ6wvVWtatVLrmbWZ6eyGGMqhKLZGEKI0tmmVcBRNBiSS53xcTy9K3tMGlvJf8DZbAZgoupELNTiA3XN9MlKSkQ0IZiqu5Fmwf989ARu338EJCZnkNILvhzJ/+2psTCxLdDAeFx/qjruHT/RBa8v0xtB2CQ4v81OANvugo2q62NWuGVk6Q4B/nIOWHMQTQmJsL6pEgtt+1naxG6hhQwrfAlLnS0PkdBitA1uA6Yf44iLRYZbwPpFnXj0eBl///nPYd/e++GzdDBamTyJh37yE7z3bb+MhhttepL6d1l6qhkHWXFm0Ah1ykbIIOulp8gByUnS6MgOnuxmiWZG0wYJfJWsp38WAFTEfSatvOISi4GOPO76nWGsGewAEG3QktKmifGxqI3fPXcjXpJxpoYBy4o20+plUQ3okeg1JY9tXptVnDOvPRVkqaa5mF2ankpXtM2Iq4Rc6dGroOQMUu/LG+J06zOAA3LZpMdjnUPZh75PNeFdbFAueUDs2XTG8mUAgN6lK9XxiN8KtsF/d0pntcWxmao5mBBNwHIiMdiR58+52H2+qDMfmbQDgiGO3aCGkJJB7G78GpGle1hnSakKFo2w0VnPjFNdLYDcqlb9glaa9dnpUOWGj6fHKk3HBIy/FJoBZM5G8gdrU49jwWLIB3LV8SJ6ZMlEpxbh2uCA8aCRk2UnkkClDYz4ltbcAP94//PYdXBS3xQaYkynoGW/8+gJ/O19zwKMRd6RsyIl74zeIvpLNgwCPDMRgnN9D+JNPkovKYCBQUKgKZfp3/Oh6/Gxv75R/U5/Wy7xklrYlcfmpd1K7sEYy3xhmAZVE4lmEcNqv5s08slzypB0sQB4eEH0fIcv4ZxpAMLqre4FKk3P0lL4ZMXDH/jvR79he/kYGIB/vO3r+N2rf41vS9upA6O78aXPfpKHtVh5uK4DJ4iGgJiUqOAXAJhu6JpRmrQBs3jjnNQya6qTyJhm+z00vA3EbQB2AZZtI1dqx8WXXhZhj4FwMiV9gGVkupVyDkOpTTrjd+mll8KyLeWXnWbjNzw8jO987/v49d/9Y/zLHd/KXNXi1wrfFxKbTFmCpSxo3ter5pUUw6nfnwXTmFNfXLR4yIictFuUJqLTTUqQM2io96XcFcWPPQsKwlt8uu6hZHM5UPwyL1jcYq3u+eI6SZ8AASH4NWjyuxFCULRNHBRe3V15C0XbAAHvPZDXeoeQhMmUvPh919dmJ74HkAz7oZSo4xIwBtIEIMvVJELTtegmpYko8dOxWhKLVrXqF7SaWZ+dymJgmM2IYlZjGH+wcjeLdIsqpv6fM8iOl56C5TMOEhviHTBWdlDzApw9rw1AyERn7a3PtKZBP8B03UvVDesAGQC+OHIQw0u7sWVpNwD+kpuuemDgej4vYKi5PmpugJMVF20CNPtajPSfXX4WCpaB99xxAM9o7PV8DdAmQh2ahBoA4TL9VM0F9uxCzqDoyJvKfk4WIQQl8cIF0l0lZBna0moWiI78KklveNQlkVnaxKJtgGmsHEHUJ7dgGciJpXUJevImBQ2xN4B44Ea6XOWFx/YDOBfMzKmGqbh/seM0gIWvB+wCzFwBDkjkOjQpibiS6EviJiWoudGLT8YMB0I7T0i0gVPuO5cOpO/32qFNWPmgg+psLz56+7fwe/d7GBycnziW+mQKgCaxaMKdkXTGb3h4GH99y9fxyJ6dOHPdFmzJAL/Dw8OY7VmJ9SK9L6307ccBOT+2ocRiYWceHXkLHmOwwSdBUiJSsA0cna1nOkbIMQAwJVZtTCNccYq6Z1CcKPOVoaJtCLuzGDtsGRirOGAAlnQV8MSBvdg7sgMXXnQxLtjAUyalC8RsnftccwlNdJ/kxEVdKyblshMG6CYbRYviWTFxnt9uwyAERdtA3qIYr3BwvWawHR957Vm4cHkPZupuYtLZnjORN43os4IlvYnj8o0MRRv3qRYSjCz7Nr2plyF71elUV4tBblWrfkFL6gM/+tGP4kc/+tFpo0EOGGes0plYOUagUhBURed46hhCADCcmG1gbyzyFxDscIAIyPAChiMzdc1OjCUputjnSNs5AOolGfskpWXt1/xDn9VYX7nU7oml889eeS7+/DW8u/7gVE29JB0/UPri3qKNvpKNM3qLEYAMIFNioXfcSycExwsSx1sCaRmlnfYyiNiuoZl8gp8KxpL6VbUtca6Y8KVOY5Z05jArjU2BClEsxka350zRpOcrBjmtYSqMpA5Sm/QA4IILLuC7ki/BzBXDz0eo52ZBADg1tPXOx+duuSMyBhDnXWO89SVxaJprWUXbwGzDw/FyAws68zApQCiizKgA0c3CJvq7u9A1byHWDm1SQRJeipwDgGrUy5JY6NWM8Vu3YRN+871/gNXrNzb1QbaFRCGroo4nLCGxyJkGbLGPq+e3idUGgrxJI3HHXK4SJBIH9SrG2FoZuBF3gyhZJp4UK1+D7XnOZKcwv/K3vJPP44NXvxn/cuOn8Lu//iYcGN0d+bzpusc1uCAwaHQlQY7ZMbKL7xORoSP8e0gnGuq7cH3eh9HflgOl3K3irL42JdughOANq+arxsf4PUwI9xAvN7zIvyX0/5H+gGZyK96PEKSAbFmGlpRIkGTZT5dqAeRWteoXuLKsz05lBSK8oZnHsXx0Bozhvmcn8MTJcnKMwLUEBIen65isuQlbOP6O4Gyl8jNmDNM1VyWxNWOQCXinOkMISE+kOFQABDMNF14QYPX8dpzRU8TWpd04NttQ4MMyKJb1FJRV2PpFndi4mLNoByeqasmxrie7iRf6it4SDk3VIkv1WSlqeuqXK7Sux2YbYfKcKFt4A89vtzNfeFEmL9k0p49jjCFQDrfpYwAJtFOHKJs5CQbTQLS+1MsHRdnojgKPQ665gTpeOZM3xOm/JtP35BI8JUlgeMEF6wAA29/wZvzF394MIDzeup6b+g665i3EWeet57sE4KSYSMU1yONVR2yHCNeO6GcWRBBGwIAlXXkYAlDGHTii0oEUSYRYypeTO0KAY7HJnT6ZAkKJhUkJKo6H6bqLeDWbKBli6VzNXVOKChvBtFWhcDuR5YbEtjpzJgzxnc+d3y6aQwnylhE5TlKLLu+VSsOLxIIDUcAKSH1xMlioYFNl0TjYkUNBrK4EjClwq4dynHx0L9dkBz5c11FR7JL5nqy5KnbbMkhk8nLkmccBAA/+5BEAwPNP/kRJhOTKxU03fBzHnnsSADCvPacaUVf0ldBZsJAT15FeciIRr5Jwe1HjWPIe1c95kBmspGmQM2wx1ZggBNstBrlVrWrVL3wFAUssB8dLyhWaRT8HAv3Ob8uhs2Bispr+ombgy+d+wGUUdTdIbkewlbKfRqarTQqgwpBtESdDQHhTXDMGWTKRDPPabHz16iH80hqeZiftv/j2orG/Rx7bDws+HnjiOYXRG14ANwbYVvQWwcBT72TJ/Ym7d0Sa9KRbgpneyNiZN3nzDtJfUlI6wY9Ttl+pGtekeYdSImKymydnWYSol3WWDEN+kzQ2us02YRscGMnrwTYo7Ji2lIjlaL2pKl4S8KzbdhlWrD6Pb0uscet67s1btiAwbQVYDUIUe21SGpnYyJWAeW0c1IAhAkZ1kLWkqwjT4PrXODNa94Lw+2Uwo1VN9pOmK9YDMABEXCwqjo+Gl3KPZjq+ALZq0MpuvKJEnI+sNXrIazFbx9pVsDDQnsPq+W246IweMAAmBfJGkomtCscIzlRG2XxAkzPUJbNPUrXh8rx0FUwUbAM25YD0+GwjbIiz+XnImRQXbtkAy7aVJnvtJh7FLo/5M+NVDLTzBEtpWSfr6Yf38T/keZT5Uw+NwhC+y7oTDXP482BhR45LQqDfB0ZKb0a6dpiSsE9QSlTix5xqOui55FbSprMZyywPL2mSuniqqwWQW9WqVr1sdaLcwJGZWtMxAWNwgjkYZO3dZBsUs46XkAhIIN6WM0UsajIMhGn/D8JfuEHAmbPjAugyFloxyaVLuRxKSWjRpRwqUhlk/n08Tce3vKcAAHh2Ino8pNbvwOhu/M6vvwnu8Wfx4/v34eEH+GeWHQ9eENUOn9HLl/d1mUVW41FJvIDLwuZN6he9IHm8P/76c/CuTUsUA5dWpsEnF/EXsF5SYhGwZJd8ZFviJZ+WDKZ/nmzATPs0KdUA0p01ciZFXoRI6BIL29TkG6LyQqssJy2NmBRFNoJJEA1Ej7d0Q1g4MD8ieZAWXwBgGCQycXthug6Ax/4WbAOEMCWH4Z8ZAuRFXXkQEDUJVPst9mtGOoywZKNqwY46XZhG8uyV7KjEQoJCaStGBEiNVrYtl2kQbVKaPoYQgpxpNGWQZWBMFuPZnjfRlrNwy9vWYWl3UV2bOTPJtHOvZNGfEGt0A9IkFnw7XhBgsuoo9l+el0WdBQUQS7aB3pKtvqvc1tKuAs5bvwlf+Mo38P4P/y/877+/HYPnnB8ZU3V9LOsuAOCe47ojxrp1fCUCHfPF34d4U2AQDYyhHr+WFgiHCn1yKn3M9YrLkWTxJkA5hqVOpgA+eQ1Yc090WzTsBk0mSZI5B7gL0enKILea9FrVqla9bOUFQWIpP16MAa73IhhkUZQQsIAzq7q1U/y3LYPbqA105COfFT75+QvXD3iKmWxwki/0eATtTbd+E8vOXQc/iGqQj2cwyJ7PVIQwACzuKsAgUR0ywL9HZ95STBAmXgBbuBoP7t4J/NobMNvw4QdRT94lXQWUbAN7Dk3h9avmAYBixeKMrfRH5U160ioMYCkvoaFFXQC4zCALsz7x4F7svfsH2HDJ5bhw69bUMVRYQGUFCMiyTIq6F6A7pclRlinZpQzQzpuj+J/10ApZvFFPSCzEhIl7DtPERSOlCjnGdafHZhvoL9mKVTQF0zm3E4KhjrfcB1MwaSZJTty4ZtTmUgNK4QYhdJdAbF6bjaJlcAcFi2K6ntSoTtU8WAbBbMNTOlR9TC0B2jNWGySDLBlwClAQlHJGzHMamU16AAfWvugfMJtcB+fMa5sDIPP/pp1fQB4jXYcuAGvOjDxXVMBH3dXCRJKSFiCaSJczDQRMaLIdHuIhj9WizrySG63oLaJkm9jx7DgYY+q8LOnmIHrdhs24/JKLcGi6ruwSJcsMAMt6igAYSjkTfsAn6KMjO7ByiLPNpG8x2ixg/cZNKNoGJmtOJDBmtHszdp0MsLBTrAJpB6s9b+D5qegFn8XWUm3iwIN10s+NnABlTVwAySCDN/plrBLot/XPtQb585//PCYnJ+ca1qpWtapVCIKkzCExhjERudzMwg2IvADBEklScV/jvEmVT2l0jM4g8xeASUONofyseATt6MgOziAHAXyfKQ3zI8dnccU/3I+R5zQLN+GkoQeWWAZFf57g7r0HFCMNQOmCJRNEpo4A7X04Z4jrxMsNLxF8YhoU21f04sdPjSlGsOGx0GtVK9vgDTZSYqFrb/2A4fhsEuBnscMjIyP44NVX4V9uuhEfvPrNeEh8j5GREXziE59Q3tqhi0Xzl4pBuB43NY1QlKWzkCk/jy71poSJEIKcAIeSQc6bVIQSRLcl7dJkuIdBkGgIDcc0kTOIwA3JxHJAztnLeJMewDWjJqWgICjmTCzqyqtlE5mQtrS7oBj5vGmkpgBK4EdSUEbB4vsk7zNbeOnqDKoEfbMND39z77M4PMMZScaAjoKF3jY7eT830RebIuo4ZxmZy+sAZ4CbFf9dDrTTtlOwjMhkR2pm+0s2ekuWArtyBWCq5nLLPLH/er3w5E8AAE8fmxD7ZvCVBTGR9dR5EQC5K6/kA/Pa8yjlTLTlTDh+6KzBzx2XMwx05LFhcScKpgHPDyISmmXdRUCsEDyyf4/SFn/4Gm4pyECwvK8DBPy6YyCYqbtYdcEGvON9H8SCAT5ZXqBAe3ht5k0jQSKwFEu58HjzH3D3lCx9MVV+580cKkKJReoQNaHm+5Tdk3Cqa06AfPz4cWzcuBG/8iu/gv/6r/9q2nneqla16vSqIGCJppSfZfmMJezC4sXAX6TVJkwzd7HQ9aJQYEdth0GBCoC/QGbqbuQZxf9ExP+LMAuRrCeXk/l/SGTp0rRs7iVLODNc0zSkT41VMVZxsPuQDpCRWII/MLobJ35yP54Zr+C9b/tlBZLlcr5kgi6/cDNAKDqWnwvGGDyfwQuSyVaXn9WPsuNj1/P8c2WzX7x4TLSBihsmtnGwETakxScXjCV9TwHupe06DoIggOu6GN11X2oAjWzob+Ziwc8RgeMHamk/raSncjOmUrJUaZ9HiZRO+BqDTELLtIiEwlAuFrbJkwTjnrBFy0DNybaCk2OAuI6VT8JMg0SAOsA1o4zx67CvZGNxV0HpXqXt2LLuoghRoMibFLMNX+nfpcRiWlqFIZSd6N8N0O3LQqswWTkxKXj42CxuGX0Bdz01DoDff30lCz0FOxGGAUIypi58Ulj3fLTnss/viykpsQgyrkvJFst7joEz1pQSrBnoUJMZnWm3DSqeDeEBODC6Gx/5/XcBAA5ONdBmAiXbQs6kKJgGd6QRw+W2FnYUEh7dXQULDc9XE46l3VwSZRL+XMqZBko5IwKiAWBZTwFgDO05E48/sIvfa74Pr1ZW+7mki8snpDtE2fGV40S4T3nEJ5Q5M3kOCDIS8EJ8LDTI6dAwnLxmS6n4GDRdTdJdSqQ2/HSsOQHyxz72MTz55JO45ppr8OUvfxlnnnkmrr/+ejz99NOvxP61qlWteglVdX08N5mV/vbyl8+aM8MAlzjYBkXV9eB4QaqFG1dGhP9uEqKWKPUxOh1Chb515OAkjgkmLAiYpq3jv+UFnJWSAJmB4ch0HWetHVJNVzfd+k2sHdqkGmPKIvJaf1c/cTIMOzENAscP2UOA24AFJ54BugbhElN1sTteqC9eO7QJb7zySgBAww0Ew83geCyxzLl5SRc68yZ+8MQY346fBNGy5JK/ZJl5Ghu3omvPp2kT031Nt2/fDksln1nYdOG21AAambL10AO78U+f/0xmaqMpluB1qUy8LArRUJmtTZRhBGk6RyLsvnwWBq7kTBMEHBAGESaWKp2ubdDIxCkcY6CmxVGnNZdJYCRXMEwaNnqZlCigLgNiFnYWFPhb2VdCR95CKWdGGMalYpneIEBvycZFZ/QoBliOGas4HHQLxj2yTxp7Csg0wainMiHcN/qZMf6MmBbHixCigieSnFi2O4ElHDtK1ktTbyoCGdlMZckyFHgPGLfCA/j5kr8ir7PnJqtcfkKilmqjIzvgVmf4YNNG0eNuOTmTor/N5haIYmNKYtGVZGu78hYcP8CqeW146/mDuHB5N1+V0Q5UyeI6YwmQ8ybF/Pac0GRT/OYvvw6Wbal7LSeus8XdBQBMTS7bc6ZitXUv6PiEMm9R5AyCE+WG9qxLZ/8jun6Wfo0D2uS1Cfg1KOViqyarSfqqQJpjxulSL6pJjxCCgYEBDAwMwDRNTE5O4i1veQv++I//+Ge9f61qVateQgUvArC+2JqquQkf1cTnBRLoZa80eQF/WZcbPh44PKXssPTygwD6C982KWbS5BOxB2tHjjteSHZaJ5llE1kA6dnLlOvG+77xEL6y73Akgpb/jgDIDgcZg+1c37ykuxCJfu7MW+gqcP9j+XIZGt4G68gjADVAz9igYn4dP4joi+XLwheAgKf2RccA/JitGWhXmmYu1cgAyLahBYVwcJwTscYly0jIVRjS9b7Dw8P4x6/eibdf+3v4qy//BzZs2qICaAzDUAE0lBA8um8v/ui3r8LffOpjmdHmUgebxsLKMg0q7OKyl/IVS5Wy1EtJCIwmBTi0TWkvFmVQOfj1Fauf9nkFySCLa98LGCpOulWYDkYtg8ATeneJSTvyXHu9oCOnnBdkteUMOH6AJd0FrJ7fhi1Lu4W2ln+fvrYcijbX2EpgdHi6LgBUktMtxFltitT0t5Jt4IiYUM5Itply1rNoGZjXlsPxciO03mvSgGdQLrFoz780BtmgRDXVZjWPGpREwLvU4lPKmwD5ZIMf4Irjc7YWDKbmJzznxTqEAAAgAElEQVQ0vA0WwnthWT+XMxiU2zDKZDpAb9LLJzy6ZXhN3jLw4UtXojNvJcB9yeaSG30CJLW/hBBsu3ArvnjrnbjmA3+Cm279Jtpy/FpZ0lUAxD3z5IOj+ObNn8cj+/YCAC4+owe/cv4g+kp24rxYBsVFZ/Sit2Qrpj2LrdWPsc8YrAzwaxL+jM9KU4T2nZutJlENkPNm0NMTIc85zbvxxhtxyy23oK+vD+9617vwV3/1V7AsC0EQ4Mwzz8SnP/3pn+qDDx06hKuvvhrHjx8HIQTXXnst3v/+9/9U22pVq1qVXgHjzVryIfxS6sh0DYMdeXQX7cwxfsDlAXENbWSfRBRv1fUxVnG4ZZPWWMfHhNj3wOhu7Nl5L1Zv3Ir1i1+nxqTgYxQE+AvlE2FTCgfLDH4QqJeJZLxrboBDU/XEvlLCm+qkh/6bzhtAX8nGTN3DZ+55BuMVRzhoJIM71g5twt995pN4344qNlz9IQW6nVi6nXyh+EHosqGzzHqVbFPtZyPDmoyPM0TUdKAY5LacibLjY357Do/HfKUZsi2ZNmzegvb+BSh198MgRAXQ3HXXXdi+fbvy2D6wZ6fyfZXMctx/26IUtnAJyCrJcjbTJhqUwg+4VCTepEgJQV5YsU1WXeRNCkI4+LVNgumaB4NwIF6wKGpOADcnjjcj8XA0FO1oKEfAuCuClgcTMsj10AkhbxlgiAYuSAZZakYpCY9DyTbh+nX0lmzc8jbuvzxdd2FoYzpyJqZqbmSZfmVvSQSnJDXIQJjGZpvcliy+YlO0Q63qtAwxEa4GlBKsW9iJPYcmUXV9lGyzqS2iIc5tPmV5/39S0g87YIDdRO8sAXKaxVnDi+p9l/dwva+0yIPJ79EvfuXrePe9NfigOHfZwtBfnfAGSqmVfc1Z/UoSM1Z1IsegkLIiwplRndE1wMCUPIY36CECtrdu3YrFq9ehq2Ch+NAejFddLO7iwH7/3t34X+96KzzXhWlZuOnWO7F2aBNWzedWcMkrgF/jOYOqKHHG0pv09Ij3gLHMEBfL5JPXZvInKgBvM69kqn0ea7IicaprToA8MTGBr3/961i6dGnk3yml+Pa3v/3Tf7Bp4oYbbsD69esxOzuLoaEhXH755Vi9evVPvc1WtapV0WLCfaEZYAWAp8cqOKO32BRE68AzqwIhYciKhwY4A8edCBj6S3aisQ7gwJUQRJwlTMvCWf3fx2u2X6S+W9reSO9iPia0cJOchS8AOmMcLMgGqjR3Ckr4mLJgDOe35/C6c+ap1L4nxyoKIDdiGmSAd7FfcuIxjL4wpaJrdacLIGS+fBZwppFIN4z0pXzpOJClQQY4o1l2fEzXPbTnTFDKbZ9KFo/JjhP8fDk0fVs2pWCyMUfs6/DwcAL8rtt8Ib5iW/BdZEabm5TAkqEdGSU9UptpE00KuF7oXqAXJQTjLxwEABw6Ma7YZEoIeos2HI9houZiXlsuZJC9AF15C4SwSIw1wMHPdL2hWDjLSDLNaQwyT0lDxM2B1WYBAPWjzwJL1kVZSMtQ6WJqPItqPTvyFk6UG6r5DABW9HHgJ2VD8nqKg3abUn79sXiaXggDZsRMUIX8gYPkotBq850imYCGCrlAmv71f1qmuPdeTBpb/Dpos02UG/WIlOep+76HR2vn4NXbL0LZCe/1tUOb0L53BFM1jzdLauBPZ6OXdBfw2xsXa9813Jecyd1O9OMfbyCV9zwlBFuXduOi5T0AJCPPx5VsQ7HbEnQv7sqj6gbYueMeeK4L3/fBAOzZySVboyM7MDS8DYNnn5/KtpuabhgkXbYkJS0Av8+zbN5CiU72KgKlRK3cZQcLhX/OStU8HWpOicVHPvKRBDiWtWrVqp/6gwcHB7F+Pff6a29vx6pVq3D48OGfenutalWrkiWtipKG8WExxnCy7DS1XQP4kr4zRwOeH0iAnL2tQIDf+e05FG0j0VgHcIBMCYk5S7j41n/9IPLdkmZv0rs4ZPskJSgf2r5knomQoAh25USKuwMlgMsYZhpRffHKvhIAqOhZeXyApMvB1mXdGK+6eOJkBX7AHTx0gChfIoGwkwND5gRDaouBOTTItoHpuovxioP57TlQwj1bu0s212jGwLBsGEsrviwvWebUIQA40PjLf/oa/vwjf5EZbW6bvIGw2QvREjpH3niVtU9hYlt8n+7fNYLbvvBJAMDjzxyEEUhdLbC8t4TzF3Sol7ueSGeblC8dx7YX2qUxtX/xq06C0fGKlHRwHbR0bJG1767vAgBu+OA78ei+vZHjkMXa6SCjZBvwGUswyARcq6x7XYcMsmCFTZLKIOsNk9Ki0YxNArg0Ze4lcUMASjtlcvc/LSkHyfTn1iQW8WszLmcAgO/c/Flc98634IkH98ILoo2qiWY37SO51jl+xqNHgBCC3pKttObhPkXPr/zIv3nTGlxxzjz1LJSVt0LNd9Ey0Fu0ULJNAAyXXHKJkjZZlo22zm7levHet/0yHt2/N/Ws6KEcQHrIi5S0AM2Brb6tzAZaIZ9olrxpaIj855pBfiXqueeew759+7B58+bEz770pS/hS1/6EgDg2LFjOHLkyCu9ezh58uQr/pm/iNU6ji+9/qfHcKrmYnpsGocLDfGgTRZjDOMnZnCIlFOXCmVNnJwBq1gg1ULmmPGTZdSnajh8xEUlw+t2bLyCStUFEy/mmaqLgwUnAhBOTlZRnm3g7FWrYZkWXACWaWFg+Vl45uAh5C0DE1UXlfEyrFr0e9VdH75l4AipYKbuojIxC6tuoVJ1MZZzMOPl4FkmKg0PR/INHBaShWOzdUyePJYAb+Wai2PTHDy7lWlMjfGXYF/RxMOHxjC1lH/P8XEeCOKUwzEAMN/k23/68HF0BXxZNWhUMTV2HABQFfrPyswMjhw5gsrkNKoNB22GqcbIol4NNdfHxMljqNbrIAFLjAEAK3BxeLoOBqAdDVQnT6Jm1WD7AcZPlFGbmsJkzQQhwCMP7sP9u3bhsku2IX9J0ud4quKgNjMBMIZxWgWtpktsalPTWHnGcmzazomPtGf1ZMWBW3Vw5Ei6lzQATFRdTI/PoGAZOHk8XT9fnqhgpuoiAINVz+EICycq3/rWt+DX+N9Zvh1evYLK+EmczNVRz5lcQzwxCatmgbg11N0A5boLUjJQmeT3l1kNrynDd1Cpu5iemQYAeNPjqNSMyHXnifCYp07yhq9CYxYz40B1sgwjCJtL2YHvAU/dD2/6BPbe/QO8ZtMa+LP8+ml4ASoT05HtztQ9TPl5HHH4diuOh8rErNJ2EgA9KKM8McNlNX6gXDB8sSJycros9nEa9SkfMxUXVPt+JkumVDozkzh+jKoJ2PRUDTPTdbC8iXLNxfFjbir4qTge3OkKxo47L5kVrE5No+YEsGoWjpBK4tk3PVPHzGQNjzz+EHbt2oUrXnUxLtu2BQAwW3UxOzEbitg9B2zyKFxCcM8P/gubf6kPYwD6SjZvqKQcrHUEZVQmKjhZaKAsnoXOTAUTVSfy/KxUXYzZNTgz2jOu3MDYeBVegY+bqXmYYGXYdS4fCxhDdWISU/Xwd4IAqLkejhzhk7iq46MyOQOrbmJxG0GXlcfU2HFUqh5WLVuG2267DSMjI1i+Zj3u3XEfXKfBHWbgYO/dP8AbtpyHWsxCcXqqhj07duHJh0ax4rwh9A6tTn3OVycnMVk1Ual7GLdrCMrJ5/dU2cHseBkgBCftGhr55Bj5HcAYyijhiJNLjHF9hsrEFKyaiUrNw9GjL0+fzMtdpxwgl8tlXHXVVfjc5z6Hjo6OxM+vvfZaXHvttQCADRs2YMGCBa/0LgLAKfvcX7RqHceXXvIYTtVcBIyhp4km2JxtwCpb6OnvU1KAeHl+gHzFRk9/Z1N98TP1HIp5EwsWdGaOOeZPYZJU0d3fg8GYrljWGKbhF1zlheuUHXT2dUU+e5rOom7XsfWyK3DTbXeGy4jnXIDufj6WzNRR8vLoKkUfwHXXh2VQLFjQDbvcQMkpoKtkwy076M7XMePk0V2w4Fcd9M3vwRjEsrfHYHX0JTx63bID4swCOIKu7h509XUDANYvmsT9z0+i1N3Pl9Qb0wAOobsnHAMA840agOdBC+0odHUDeAqdHR3o6uMpWV1BGcDzsErtmDcwiFLVRkCOoVgsqDGyejpdMEwg39mPgB5H0SKJMQDQ1VFGwDioWjrQh87eDpy9vE/9fGlQwljFweHH9uOP3vtOuI6D/7jlS/jvFObXnG3gyZNllHr6MX+gM6EXl/W8WwAFsGBBd+rPAcAqN9De8LFAJANmjXm8YmFJXynzWpsxZ+FM18EY0N9VwIJ5bepnV155JW649T/hAkChA13tJko9fRgc7FFNck9UbbTnTHR1OGCYwLGyi9etGkB77zwEQYAuLXCjq6OCul+GkS8BGENn3zxYJolcd17BAfAcjsy66C/Z6Oqfh8HBLvT0++h8eBYAB+yWX4f//D6Ylo0Nl1yOgYFBdV8GAcNT9Rzac2bYuFlxMG9eGxYIvWrD8/F0fVwErTyNhZ15DA4MYqziYKA9pzT9AFC36wAOosY4GOrs7sG8gV7UJquRfe9sm1L7p/6tpxeDg4NKouDlq5imZXUfLVjQnw6QGx4qVgULF2Y/I15sHXILmKg66O0uYMEAxwb6+yMoVnHPvh/jOnH9fl27fos1F4e8CbTnTADPgEwdBaUEpmXh9W98I6zBBWjPGag0fLTnTXQUjsKadbFyyUKMV10MDPSgJJ9P+SqqJ/h3l+WWHQwMdqtjDQBtdRdH2aQa51UcDAx2YEFneL88UbFRyplqZcTzA5hegAUL+L3peAGeqtnoasvh/7x+vvZ5DQwO9mPp4kW48sorcXSmjgot4mtf/hI81wmvp8FBdY3L2v3Qj/Hn738XXNeFZVk4+yu3YePQusTx7q7wMBSv6mBwsDv1vWLMNnDUnwYDsHBBT6qfddXx8FSdX18LF3airy0JkD0/wGMVCx1FC0HNxYIF8xJjToc6pVHTruviqquuwtvf/na8+c1vPpW70qpW/dxV1fFxeKp5rDPDi5BYgC/XzyWx4OEezSUWXIPHm0KeHa+kul74LOpOQAlLeCL7LFCLmHFnCbnEF7M0VSWdJ4BwEY//QDpXiCYgcG2e7q987/17U7YHOF5UYgEAr181D9N1DztFYIhs4oq7T6i0Mi1pLdKkJ8FQIOUnPOUv3W83jD4OPY6TpS8t97fZCTBz3oIO9LXZ2HHv3VzCEvhwRWNdvKRn6VxaQYtCAJLs6ivZWNKdvQIBQGlpm6ftiUa+lGXc4eFh/OFHPil23kBPZzsIjXr3tuVMuH6gzg3AZTNG2DukSlrBNTyRXGhwiYd+bcvjzQCYlXE8um8PCAEWdBYi5/pTX/hHZSO4et3G6H1ACRZ15jFT1xhnRDXIMsyEEu6WIqU+jPF90HsEJLh9QayQdOSt1DTBNE9qPXoY0O29AGSksQH8Wl/RW8r46f+sTMqfOdnL9JQ3hqZcv7Y4kTkRr73xnOV4z4euxyduvgOXX3IRNi/pwmBHDg1hzVi0DCzoyCvZgP7dCyna8LREupJtQo/mZilyhp6SrSRdfEzUXtEyCAhNxmHHXTM6cibO37AZn/7y1/CeD12PD/2fj+PAnp3YvWtX4jjt3rmDN8/6PlzXxf27MiwYDaEvJtnWepQIiQ1BpoxGOVQ0afZTyZspLjSnU50yBpkxhmuuuQarVq3CBz/4wVO1G61q1c9t+UGAiWpyeVQvqdOMh2zEx3gBi+jn0sdhTsu4APzldKLiYLzioLtoo6sQfUhKFwlZtkExWXOxsKugjcmy+Ao1nX4QpFsWkbBhLi4dHB0dxQ9HRnHxxZdg8JwL4AcM+x58UP38Lz7y51j46b9QYJx/IlMaRP2Bv2VJF7oLFr772AlcsqI30sSll2yokiALQIbNG/eEZmDCfSKtSS+MkZYOFRNVJ8H26KBnXlsuoRe0DIpFnQWs2bAVlmXDhQMro7FO7t9cWkGT0jntvbg7QdMhwoWCNk3bszUtZBqAOn/t+cCBBwCIRDEW3ff2nIETsx4KWjPZit6CsGQjqqES4ACJAZgVoRyUhH7J8tfzWtPc0ccewHV/9wWc+13eUKrrzc9ftx4XDXMp4cmykzgvCzryeC4STR71myWEoD1vwfECvPqsfly4rFuNK9gG9LZVCdqPzjbQmTfRmbd481VGg2Fn3sS0sHkzYs1cHDCLvzOSqQvm+/fywArb5Fr19gxpGCUEazemX7+2mAgQQnDpyl5cflY/Xn3mVoxXXVAZMuIH6hq6ZvMS1YRIENXXttkGLEoxWXXRXeSTNpbi0W1QgvacFUZzs+SYRZ15HJ1poB28Afn+++7Fui0X4uIVV/DPJlyj7/osCkBZtGG1lDNx4fJuOP4GtOcs3sjsOLj9i59N6P8vvOhiWLYFzwVMy8KW4fS4eBmN3sx/3KDhvZE1OVdR8CQ7sprSkKDIupZOhzplAPm+++7Dv/7rv+K8887DBRdcAAD4+Mc/jte//vWnapda1aqfq5JBCI4XZM7UfeHD2gz8cocChqo3R8AHY3DmcrEIuDfvRNVB3Q1Qc/3IMiQfE/cQNXFstoHV88OHpfQqTv0Mwa6oZrtYERI2IulMzKP79uD6d74djuPi1ps+i0/c/DWsW/hqjD6wD8DZAACvfR5uve8RnLd+o/ZCCpv+dNBqGhSXn9WHbz58DK4fqCaueOOctLySrC+AaJOetHljYaqfbBqLl84g8zARgrGqg868lWjmAjjoyZs09SVECbBq3UbcdOs3cc/dd+Mtb3hNamOdwdMpAJaeIqf2zTZQeIkBEQA/Hs/+ZB/237kPr7nsVan7ZGqNcmmXvj5ByJs04RHbbpt4wa+ryUvOpFjYUQAIYIPCDxioOEfKoaLuwjJ4h37OpGi4AeRqNiUEFny4MICpY3BdF/fdc7cAyLpjiQ52kyxkR95EUVgV5mTTYGxMX8nCc+NV/MVrzw7/kchzE462jLApj4eOhL7ZY5UGipaJom0oFv2M3iL2HZ5Rv6t/rkFCm8R4E+PPqlb2lXBWfynTEYNfvxv49XvP3fjVN75WXSumQWEa/Lt/+o3cGSuIrTYUtWbRdZokhCH67CnlTGw7owc/fnJc+/T0ZreCbWBWrACknd/uog3LINi353687+1vgutwYL92QQhqi7aJmZobvf9jDDLAk/IICPbKRuYMe8XNW7bgEzffgaf3348VF2zGxg0XpB5PyyCoOUz4QKcOEQ3QDN1Fs6nVn1iua+53Lpowm0WSn+o6ZQB527ZtrdjqVrXqJZQfcHlA1fVRc3105JMPrSDgL85m8c/SOaHamBsgBwHjurmMB5/PGPImhRcE6CqYmK67CS2yF0SRrUk5AJ1peApMx1lmWQREdeoHQTqjaRCopKnDM3W8+6sH8HdvPg8H9uyEI2KTPdfBgT078auvvwxnnXs+MMqXodmWt+EHQRt+62QF52i6VuVQEfveS7oLcHyGipMOfgH+wsibFM8fOoyv7vkOgDUREB13sSAEoX9xrHS5hvRTtg0Drh/AoEZi3Py2ZCCFLAma1w5twuA552P9wq7kIAhGSHylZk2cy3qKL8ty6Z77R/An77gKnuviUx//y1RHDInZCUlP9GrTWMe8RQX7He5bQXj/ShnCit6iOh6mReH7AeRXDQM3PNgiTKTNNlBpxMJCbAPTDkDKJ2FZFi66+BIAUcss/dpIYyEJIegsWJiuuSK4JOk325W34MVfnQwq6OTwTB3zSzZMg6JoGZhteDz6mBAVsELBJ1lF28CZfSUs7MxjZW9JAWSD0MizRB4bLgl4ZQBNs2sNCL10+fV7ATYtiV6/bYIlLoj7Iogt5+dMA3bMGg8AwJLHPGcaoBTaykK61V2YAsnPb/xQGZRgcVcBt953rwK1nhsFtV15EyfLDcinD/cuTpc3mZRg/eYLFYueZq9IKcHqdRtx8bYLcbLcACFJW02+LYqA+U1dLGSyaKnJuZG/ahq0Kfg1xeTNTLl/T5c6ffesVa36f7iCOZhagANknzEcm6lj9IWphI4X4GDUoiSie4sXE8t3tSYMMhMgmhCkWB5F95ub6eeQN2mqx3Hc1B/gIOK4ZrMWZ5llURKCVT8j/IQQbv/EGMMTJ8p4YbqOR47P8uVYEZtsWjbO37gVjh9g0QqNicvz19JjJ/QgDab0xfElQ8kuVh1f+SmnAVubBPj+976Lr/37LQCAw88+qX4WapCZSodzMkJA5Ofd+fU7UK03YBs8TjauH5cvsGJQwy1/91k8PLonsS09XjbrhS/3z2f8hZe1UgHwY/NyLJfu3HEvXOH36mToosOktfTl4LacziAbCQY5J+KZ5fE8s6+kUttyJo2kzcnJxsHJGnqK3EO6pMX9yuosconQla95NT5x8x3YIgCPDoqjtnXpLKRl6PZlSZDFm8eSGtWOvIntK3qxqDOvJFWSIV8q4ootg1uN9ZZstYVLVvTizndsVJNTSqI+yEB4rcRB5qms2KFMXAd9JStqu8aSE+quopWyupZuYmcSokm20p89phG9dtKuzfaciTUbhmFZ4bNIB7Xz23MqNEh8tab35pr1fBXo6t//ML77ve8nJpMyBl58tUz9uKX5Jc+lQW4mfyKEgNJoH0RameK5lW/yTDnVdfru2WlUE9WkT2urWvWzrKfHK5FmnbTyA4aCaeDgZA1TNU+BuMgYxmAatKnEImCAZRLlgZpWEnDqcoOsfZJvdNuk6R7HQRIYtOdMvDBVU2PjLLMsucQnv1uz/eWaab6vJysOVq/bgL+7+V9x9e9/GDfd+k2cN7QJXhCoJVEdvDyuAWTPD3XPcfmEYnRdH25KUIgqt47AsMEEm/Xsow+rH4VBIUz55voMqRrkQ08+AgD4zrf/L2Zmy5gePwHLoHCD6DmR+3Xg7u/inz77Sbznbb+ciH6mJGSlCLJDOQzCm4a6Cq/MguNlr7oUuViUdbyoaLLMahizDKpevHmTCnCks4dcjiAB5Jl9JcW05wwa8QqWL/rjsw0e+wsR9BK7/OQxf8dv/QZWrduoQI2cVBkkfozTJyUGJU1BVt6ksCjVwnBChjFnGugp2krrLlnYJSKO2qIEHXmTM8qxLyBlKabQKUcbacNl89NlRZxGJnjJ66Arb0Um84wlo497i3ZKf0Z6ShxP7pMzlywGmUaed2m3FCXAaiFtuuYDf4Iv3n5nBNQWbRPz2nIoixW9ZpMSuSKwdmgTfvXdv4+tW5P6YnnumjHRgFzJ4yFKWSuEBiUwCElt7IzsF6WRBtj0bfH3Uscr9Fz5aaoFkF9EHZ+tp4KPVrXqZ1U11587lIMFaMsZoITH4TopLhS+CIBwggBHZ+qpTXYMDIRx1jbNdQII3RXA5ggBQch2UJJ0ieDbSoIxU4A8pR3OiCmlREvJy2CZ5bcKWNh4+N/33IdH9u3FuWvX4VevfT/WDm3ibLjHVGPSsp4C5rXZWDvYEYli7i6G+t6v3XwTDozuVj+LMsjpMgwA6CgVQHNFUItbHq1ec576mXxnB0IL7orO+rQGlycf5C4bzMwBpoXxo4dhGQTx0yab+djMicgyrl577h/BbX9/Iw6M7k7oLvWiAth15LJdJV7OklHWH/3oRzMDR8LzThKgB+BgRgFky0CcFbQNCoNy4Pi6c/oxUHtBMe22GQ3T0Jf6ObDk7ghxSFa0KCgBBtpykQmHPI/JdLJ0FnIukEUIQY8WShFnGEu2AXk5yOtTMsiUEpw70I6+kq3uT7X/CiDTBJCSjLKepniqS48rTkuIK8VYziAF+LbnzUQjb1ZKnBkP3Eh5PllitUUMyUit44zu2qFNePt7PoB1WkOwrGU9RdTlTZ3RyDYyMoJ/u+lGHHiAP4+4M0+y5K82Y6L5vlM0vKApOyyTEvMvgh2ek0GmQMNnETnU6Van756dRuUHnEWaw8GoVa162crxg6ZSBoBflwYh6CxaGK84qSyxlCowALsOTmLT4q6IWwQQNoaBcG9ly6DojDXWyQYdySA3PD+1ecZncdhAUHP9CMjwM1kozpyZkPdb+stFMtiu78PLBOsc5Dz2xBMAgH2PPoFHvvB+3PgPt2DphosBSD1dgLJgzq9/1ZnoKVm4fd8RfOPhY8piKm8aeOH55wEAN//Np/Fvn2f40P/5OKYnJ9CxmjM2egNemgyht7Md7es3Y/nKbnwnAFafe676WURiEfAIZYAzOuMVJ+JfvWHjRtyyywHJFcEMCwsXLUx9KfYVLd5sM3McgUje0pnYkZERvPF1r0Wj4aiGxS1LX5N6JCVrFL8mfpaVFmWtFxWsNghJ2OoB/NzmLQOoe8iZFI/u34MHvvEgLr30UgwPD/Pks6KN2YaHt/bP4L1v4w1Tt3zhM7j9zv+EN3A26j7DYHsuEuu8uCsPMIa2nAnLiEc7c+bPFDIGxSCLPxiUoO75qmkzm4XUlvIzQFZf0cKJ2QbackmGkd9rTP2ZAFjcWcB03QMlUI4nbTbX6Mr9kYDGMtK1szyFkkUcO05l8WOnMcixfc6bFLZBw3OUAu45E6qzzEzYmKVMuqi2ekbSwaZlUjRjtcP9JuLz0hvi9El22qRkZGQEl112GRqOA8uycNOtd2Lw7PNT91um1s1lqWYZ/PpsZtVIiYzVbn4NmHRultkUE8G5wPaprNPjSj/NK2BsTrDSqla9nOUFPJWqWel+wqZBUjXIfhCAEoJ5pRw68yZm6umaYBAAjGHPoSk8E7GZCscQwl/oPzk+i5HnJhM6acYYWBB9uVCCxGf6QbaPqmTuuItFOkCWTXr/8dAx/Nq/P5CIzgX4cQkYw2OPc4CMUjdc18Xo7l2QLydKCOpeoBjugY4cFnUWcPa8NtS9AIc0j+mDAiAzpw7XaeDT//uPcNMNH8df/+kfABCuEhlNegAHH0a+DRdf8f+JMeGjVwIgX4fwyNQAACAASURBVDTpOeL7EQKU3eix27hxIwBgaPsVAKFYuHBRpIlO1kBHHrf95np88S+vxzve/ye4+Y7/GwGcd911l2hY5Ozygd07M88JIZyNPZ20goYUQ7Kk7EX+XO7v5LEXcN0734I/+7M/w2WXXaakJn0lvrw+qrkAeK6D0ZH7sHawAznhgqAzYVKqYFKCpd2FiAzq1y5YgN/ZugxANI5ZZ5Cfm6hq7HA6C6k7dGSBLB53LZf7owxjwTIURivZ3N9XNhfqn9ddsJQUQ46Vxy4Oyvk1xvjEdQ5w9EoVlW4JANLkKvH454DFNeC8+S5vGfD8AAdGd+Ofv/BZPP5g0gsdCF0XACRs19Q+ERKeuxRWO9xvuRkGI8UWJNIziCSwVfev8DYeHdmRCdqlHIllMNHq+xl8FbKjiU2fQbm921xR4gXLSL0v9bIMvvoz17hTWS1O9EWUP0fQQqta9XKXHwRNG+sAIGCBegBblKLiJsGvTrDmDIrpRnIMUy9TEwFjKGeMYWDoKthw/QCzDQ+zDS/CKnKCOQpWi5aB47MNLBNJYBIcZOngJNbNAtGUAjKr5IXpOiaqLiZrLo48tl+l7a0d2gQmtrXojDOBJ1ygrReWZeG8oY3qC1MSY37Fi//s/rBRT+53/8IlwEFHATM/CMCCAKjyrv+qwyUxZgq4AHiz1PFy2MhHAGXlpTTIoulS7Q+lMOLNjAaFZRAsP3cD9h44CpMS5CyKmsc/3w0CFYm7orcE9G7GsnPXY3Fs1WD79u2wbRsNh6dwrd20NdP7FOBNb3NpCl/JooQ3hOZNmqqXNGn44j168GkelBCzweooWGBgGBreFnrpWjZe95rLcGZ/G6ZqLupuEFn9WNJV4BZwhGCwI4+nxsIEui1LwwRB3TNanl+TEhhimV4GkmQ1oioMnQWytOX0OMNoUIKCxZ1Nrtm8RE2048EVnQUTz08lpSQWpQnmzBCTEZ8xFWV9qksQo6LS5So9BQvHFdOeDhD7ihbu2bETH/qtq4TtmoWNS/472exGiXZe0s+dQYBH9+3Ft4Wl2rblr00ZE+54wJBqm2doX44xBiN2jcv713EcmJaFoeFtmfpieT0xNJfHvBj5BCEE89pzczLIRcvItOeTJcH26TLhSqsWQH4R5YkghVa16pUqvcEsqzwtTMPKYJCDINTdWQbFTAr4lTrEos0DFcaqDv897WEaiAYPkxKY1EDV8TFecaIAGQBY9AGcNynGq66yhgub/VKKhc1wQYYMg4IonXRduG6M7H0An3z3m+G6HODcdOs3MXj2+QgYQ9+CxcATz8DsHsCn//kOnHPWSvhiu5QQ+H6QAMjLewroyJm46+lxXHEOj0Dt7h+Affgw3v2h69HZ3YMbPnI9PNeBAR8OJIPMMtmQomWgpiXpNXwfM3UvknLHm/SgtOSmQURfVPTlX7QMTNY4c2mbvDHLIB4majx4ohTT9GWlzf3whz/EP9zxn7j44kuw4JwLmgZ4rOwrZZr+n4qiwm4qSy9pEKKkA2euXIH7RVCC3vQnGdO1Q5tw063fxI5778GrX7VdAaPuIvcblhODNttAd8HCWMVVnfw9RQvlhpfcDxaCFbmiYFC+XwFjfOKTwUJKhw6xocxGL7VMjyTD2FWwMFVzsWagPbJPOtgu2mYkWEQej1p5Go88uBevOut14edR/n1cP4iEq5zKijTpZclVTBr5jimLO+gt2di7K1xFcF0kvIQB/vzkwUvZzW6je+7Hde98i4p1Pn/B9/GqSy5K2e/wd+OsthxDtPMbf6xInf7Xvv09LD9/E9as36ieCfGS19NcDiSGkE/MxejK9Ma5xszlaGNSgrac2QoK+bkvhjnZvFa9fFVuePAD9opqHl/JioPPtPIChiCYg0EOwiVakxJMN4IEmPI0xwiDcnAZDxbheDXK7Dp+gLzmqysZZFltORNHZuo4Q3tYcqlGFPwS0ZAy2/DQXbRDOUdaaU1Djhdwi7rYG41SohKvHGEGu/fBn/CXm+/Dg4PRkR1449kXKJ9oAPBgYPl56+HXphFKLPhEJB4CYhoUv7RmPr7ywGGcKDcwry3Hj4dl4h3v5amfK89ZjdGRHViz6UK8d6ej+RITHJmpo6dgRZiYgm2gqiXpWdRQxyFq88bgBmGTnmVQbrGmHYaiZeC5SS6D6SnYoOCTG8MjqY2dWY1VW7duRbl3JXoKFsaqbuZp4afm9HqJcRlAdrS1aYQv+hUrz8Rf/8vXMfv0fmzfHgJgy6Ao2SYcL8DaoU1YsnpdJAa7I2fBY3zSQwD1M0LD43H2vHbsfG4CJS10gg8KV0B0iQUVy/QW0HRJvJl0AOD3gYLQKQxjd8HCMcGcpu0TwCev+oT20BM/AQDMTIzhD6++GkOLoiyqSQn2j+7Gvbfvwxtf++qmGvFXoqLHKV2uogPCgKV77hZtM5rIZ1mpzimm0IY3Y2J33nuPWq1wAey4954UgMz3V+5TVjOy5BGyxgwPD6P/zPNwcKLGHToy7lEiViFcP0BHk3cqFf0WL4fk4cWAXos2T8s8Her0oQRO82rmEduql7fKDQ8ny425B/6c1kNHZ+b0OQ4EuGOMYaLqpI7Rm90IIWBB0mEikUhHiGJe1RiWfLk05nCeyJkUsw0/5jOa7iBKQZQfcsCQsMdSuwbZqMZww93P4E+/+1hyWwQJBrnvjNWwLG4LZlo2hoa3QXq26oBxouLyZWa5LUrg+by/gCD60rtq7SACBnz9oaMAOKurg/W1Q5vwjvd9EBs2blJSDccPuLsBS0Z7Fy0DNT1JT0O8crncZ/y8S+BvGUTYeSUt3J6b4Pro+e05GJQzhmf3t6mmJL04w5h+zE0Sdt2fzkxOvCjhYDMr2pqSMP45b1Cct34jrrvuugSo6xBhEoBIWoswrIbo/OeShcVdhQRb21WwMNiew2x8ZUaLY5ZNeiYlMAlvnG3GQr4Y6YDOnqYxjKWcGXGoiO8TEAaLyBWdJ/YLr2zfg+u6CdeTxx/ci+vf+VZ86mMfiWi5T1VxCbL4jk3kKhJEZ8kZTEpUouS7/+A63Phv30hPb6R8Av/g3t247e9vTP3+F19yCSzbgmEYsCwLF19ySXKfNO10ViiH1Hw3G8P3SWO1m+mLCUHDC5oGfBiEoGjTV2ylyDIo2nOnx2pEVp3e8P00qmY+sq16eStgaOrJ+/NeVdeHGwTI0eyHgy/kBlM1F48cm8XWZT0JAOMHDLb+b4SzoTo7nEykY6i7AfRwu9ChIqy6F6Az8lsMLAa8iACGkillolM6XgXLwFilgeW9RcFCpz/IGbj/LwNwYraB2ZQmRW5NxfdXTgZyfQtw063fjGiQxypOwmJuvOqivxRiD0oIGp6PIGCiiSncr0WdBaxf1Imdz03iPcPLOPhNYVaIAE81kaRnGRSWmQSpBcuA4zNUxXMkruEzxMs3YFCexiblyWeezyJP6qJlqO0PtOdgEIoVfSVYBg9bKTsezJjMIi1tDoh6u/4c4WPeTW/QzGhrSsImvZyZnehl6qEcMSBSsAyFv64dXoI189tVCp1eCzoLOK5N6HkzVPhzS+yHQYk6zwzZx/vFSAeiwI+BxpBfPnY9x/cJ4NduW84Q0iCCTZs34cs7HSDwE64nAHBg9054KVruU1VEaz7LbJqj0adfupyB/3ft0Cacdf5Q9r1CCR5+YA+ue+db4ToOvnLTZxI2hMPDw5FY563Dab7EOu+d7mIhJS2MsYgjSnKfoFjttO+mxhlEJCdSIKP326AEHflXbtW2u2ihi53eELTFIL/ISpqJt+pnVX4QNI1G5mMYJjOY1dO5JLBr5iUMCHs2SjBZczFRdVP9i4Mgxi4xkvDr9mNxzAZJBoL4QRD1PCUkEaOb5l1MwCLSoyClSQ/gD96QpUsfw7cHARIZ3CDAWMVR4O3A6G78899+hnv2Mr4dyXKPVRzF6K4d2oQDo5zh2b1rV4QJH6s4Ap6Hn+8GvL8gremkp2gpCzjXCzKZlZJtoCLkE7ZBoeVWqZJOCNJz2STSOISpY+T7AQLGlHWdRTmbEwfbUhNbsg2UbB6BKwF+V8yZAEg2Z+mlvF0Zg3UaR77GixCCvJWtl6QEqE6NAQAOPfVoZgOiHsoRBysGJSjlTDS8AL+xftH/z953B9pR3Od+M1tOu11XXUIIRBOyQFxdSRfRccFx4gDPjkMS4xLHNnF7tpPngJ9f4jiB+CU2dsIzDnk2jmMCbjHupNhPgOCqSwhZBRASCNXby2lbZt4fM7N991zgWhJwfn+4SKPd2T179nzzzff7Plw8vx1I0HMXDAoekCpEtZ6KQTYCADlLD+o5dMhZpUsHAgxjZIiwd/PT2BhPtotry+neLktv7yoQALNmz8Y/3BdnUXsvvQy6ZEfTAlxOdmlS9pAlV1HfxugOQfAYAUOQVFBk6BQ7Nz0OW7q/JKU8alTEOr/nw5/A0hUrU/TjBLu3b8a9d30Ru7dvji1uvPMpMgDpccwaFRprlgGiAf97ntU4VzI1nDuzsb54uqpgaJ5f++lap/fsTqNq1DDVrKnV8yMVzCiaMRP3YLkciYAwWFXbxYHhCjqLZua4qCb3VJdiCLNcURjztbzHJmqoOwxV243dMyfayEZ4LCzEjUh+TY1iqGxh8YyiP4bFx0S3jDmPgz6d0hDLq3ySo6URoObwzDHyAmA7DJyLOOmqzVC2XDy7axtuuel6rwnvjq9/F9ec82YPCA6U/YXSzq2bxFjLwgP/eCdW/vl3kNcpag7DUMUC50YIzJgaSU2tK5m6twCw3GQQDSDAIEsmGiTGyCtQO1q1kdMoCBWspss4dI1ICylx3eozVI4V5XrkWBJsz2vLgxASAmwtCRHI0easYBma8KnWpykm+mRWi6mnAuStmzei/6EfAJfcgC/c9jEsuesuXJrgKBAM5eAJTGx30cSR8RpyOsXOrZuw6bFHsXz1Wly55DpvTNHQIns0YbmKl6RH/R2QJKCtKsgwpgK/2DZ9/O9bcrrHDkelIara8waOjNfRCrHoKJoa5s6Yh4t6lsfGXrJqDf76a99D/cATuOaaq0+5BhlQzhIN5CoBiUXSPaCRxUYaE0sJwfJVIq7etq3ERUIw1jktBn3jhg2hRr5zfvxzzHv9VbFx6trSpCH+3JVrSvr3V4QJiQV8Wj6rSmJsll+vHMrgFJflsoa60WY1rvGa0xD8MsZRt1lmvDfnwGTdbRgBPhW973QV5xyVBt7FXDKEWa4oHJDNMwTlukjLS/QvjngOmxrFYES7HWWZS6aGE5P1kH9rlGU2NIpJK4FBjpw/p1OMV53QmCSBMSHE8xFPSZAGIIC0xQSLqhjnwbLl+9S60rN38+OhMUMBgBz0tLUtC8ePH0dbXkfJ1DBcseVWrD/H+e0FOG4yO1w0NE8SoRrwgky2Ko9BdhlMKVmI/lirsAkRxCJ+kA3q3xflbuByP/0vpwsbpOijomy25rblYqyYYA4jdzgljhmQCYYZ7huncy2f15bK6j/26CNgNdHI6NTK2LbxscRxoVCOBDA6o2TCZsxbeN3zxTvw8XfeGNKf6hpFwaDeopdzHmJ01RyFA4zPIKctSEQIivw/adKBoAojxUtX7CbId22KK4zSWXv/39BEA2TCbTUosLynF5/+9G2nBTgG4C0s07BhkGkHkGgJGASWLEPLS4mIiP7yv/wbPvCJ2xJTHoPHIinfu0ceXica+aSHcf/6R5OvTfP7A9JAu6YWABk7EuJYYgGcFGLUrPRq3q0pFg9oA5v10styWWwLOFoO43AYy4405hx1hzWMAC9b7kmLCS9bLp4diodsBIsDcBjLjJFWbhAE4j6UTA2jEQsfAXzD96fF1HFkoh4Kzoim1gnNLMVTA75/qxMB0aZGUK67oYVFEoNsRmzjeMqPuSab4dSYtE+VUmHdxQFUagLob9y+0/OpVU14y1ddCpf5AHlg0gfIaiyVY1tnzIKhURQMDXWHwY1ooHdu3YR9e/eAO3G5TtGkqFhiEWa5DE61jFtuuh53f+F23HLT9R5ILgQa8ExNaT+TWd/nRqoiGY8LWYQCVZT6uvPjE+LaZ7Yov1GOoYrl+VOrRpv5bflYOlZBxh2HI8OTdayAkHrYsrnwlVZZO0NXXHElqCs+U4M76F17eeI4XVp3pR2zZGrgIOGFV0Jsd0fBwLbNG+XiaXOIHVbNnbonsUi2ZlMV9MDNdroIyCcSPr72vB6SNiUB8nwgdQ8QgFnXSKJrgn4aetZqRO7CpNzLENOOFOvIAMssjpl8LpXeuHRFL977kY8nR6CHtMPJkdVXX311qJFv7eVXJJ5PJc2luVh41+ctuJLnDYjvuU4bJ+A1K1xNicUUiwCSaTnVM3lll8t4Q0cQBsGwRhvOQmM4h+W6MmwheVtIARvb5cjqPZguGQafgjREsUdZ90D8XosI3bqMgh2OAGSxSxues7JxG63aXjxxlGUGgLa8gYFJy/MmZhGNKiEEDALwt8pUJcH8hkFf1DYuqZEvOGNlY7bj8Bh6FrR7kbeqqJRYbOh/HKOjY0CxHXfe+UXc89k/CTXhzT3/4pA923DF8mKhg562fWsvxz8fKSE3Vpfab4agy5xiBetv/DhI5yR2bjWxvGeVN5+ioYNDyKtsl6EyMRqzk1ves0qEoUzWYVCK9rzwkjZ16t1fwA9hODZRx+WLuwAiolgV6FU/9JwDh8drmNViomBQ7/l3GUeNM7Tk/GPNa8/L7Xz/HuoaxbLZrdh+ZAyzWnKeQ0ba823I9KxXGoPc39+PdevWhWzbgrWmrw9//uExPPzkftx4zz9jReBzDZYWAFBAHIwWTQ06AVasXhsKE4lurT+7axs+cfON3rb539/3INZKSYcCJZqUFnOebM3mz8GfU7p0IDzvJLlG0dSxe/sW7N+xEctXrcWyS3pjY6JWb2fPKKKjYCSyqCalodCU06FU/HMW6xuspHtJCMG+Jzbjx9s3YmlPH666Ym3GsYgE2unfF0M6wwTtAIPV19eHv/3G97Fn6wacs2I1Vq1ek3wcSmA5jWUfak5pzYWA+J5nNas2K7macO9FVDNN7+WXy4FyPRtEurJxKivem0PoWrPYaCY1nY2Y//2DZcxuzXtg8KUW49zz6E0r8eOY7astbNeA1rwOZfPvMO5vl6oxCc1upkZxfKKGGSUzkWX2imSn1hEA4zXbuydJgFwMFLZxpk69Zpms63IZw2ce2od39izAh9aeGfp7lZL38MOPANrZYm75NmztX4/3fFj4D2/tX4+zqzZWn/EGzw7N5cB7vr0DV5w1A+9bfQaW96zCmReuEAztod0wNALGBVvrBsJVFCsITQd3fMCrSumGVQhIV2cnBgwTDkT6XHtnF+6964uwOlejapvgutxOJ0K/bLsMau0WTKETqXYcJVOHywRbrEs9MgfH4bGatBQjMDUCy+VozWmoSxa+6Eks8kDCD+O8jgKOTtS9AAuO9C1oXRMAI2e8cgByf38/rr32WliW0IEmbXUTAL2rVuE3rr4MEzVHhK4kVKgfLqEdTsUVm8t7cPf9D6J//SO49LIrYufbtuGxkP/tjg2PATcKgBxM0hOAN9maLTqnHVs24rFHH0Hb238zYSsfAOHYuXUTHn3kYbzljddiyXXXhMZsj4RW/MN9D8Z02GLrXTlhEPzv31yKybqTyKIap2EssC53ndKIlCDTTlJ2Uvr7+/Gp97wNtmXDMA3c+90f48LffH1snGL2k5oig2XoVCzYM0iXi1auQu/qNRit2qlSm6DjSaZenWQ3FwLie148zRY3r4RqAuQplk4Jnh2q4KKcnqhjatbUijHe0KFCbe03amRz3Ow4ZsUaNnKMsFwW85qN1kTNgcs5OjKM1jmEhlaxmWljOOeZTZ8ccRkC52HrOyFVSNoypZ7ncCqolX+ruvdVdG7oODrFibKF+TKiOA2QA/4ipVEDnss46lJ/fWyiFhuhEcFIX3b5FcAPTgAAaGs3evou85vvbGHkf95PHpK2agS2y7H7+CQoIXjf6jPEvyMENRk2ktOplEiJRcZP95zA7148z5Nj1HUThLnSP9kvlSymYqTndnXi0199AMd2b0GHTNOzbQt4/YfQevHrMaHrWDanFQTCPuvEhOMxbsEfJxE4IcEGEW4cmtRScg4cGavh6iXdIBALHo0CXSUTR8dqoWMJiUWSx4EYM6Z05jzZwQAQ2662y0+bdLSp1Lp162BZFlw33W6MBmQKDOlb1KoRCoDQ6SZ8b7uLJgYmhVPKWcsuSXwHXHXVlfjbvxFpfbphYOWlPgtpBjTIync4a9ucEII9Ozbjz94j7MQe+OqdsUUAIQR7d2zxxtz/1TsxLzJmfSS0YsdGH7QHy9CoCC+SqC/NVkzX6GkVNw74DjnthfRERV+rnfw9WLdunX+fbGBL/3rclACQhTcxSWyKjJ6zEUBWrhKEJH9/AQFqhfwnPVhKuXQ0mpNOqfc+a9bUq4n0pljtBQMD5TqeHiwn/v1k3Yno/pqVVC7nDWUIqukiC9gqVizJK1cV43JrusH5lO41qyatxuElfgNeNrCnlGTeA8bitlyUINSop16c0dKIb1uVDmqljIL5DGz0fAVDw+Bk3beJSqGHKYi3SFHd+cknlAy7HHtiMq75Fc18DCtXrQZ0Ib+45NrfwvKeVaFGPdu28cjDD8NymWRRRR0YrnjzJRJ4Oi6HoQmpguUw9B8u48uPHsA9G5735BhzFy7G+RdcEGKP1T0A/BAQU6M476KVeOct/x1jI8PefHi9jAmbYbTqYF57HtRjkHnsWABwRodgfvM6hcsYRmREtMs4Juo2RmsOFnQI+YSpU7TmDMxpzXu3/5IF7bj8rC4s6iwAJLl73dADjV6JSyk5TtqcnW7MYFZdddVVME0z024sqCuN+huHxwWlCslgxZQLLHWspENdeumluOPr38MHP3kbvvjNf8OKXn/b3NMgE3kmkj0nANi1uT/TTiw6xk4Yc1UktKI3sgBUlZNpjaoBddf2TYkSghZTR3cp2zXoZJcuXVjSiAtKCfbs2IJ77/oi9mzfnLiTctVVV8EwRd+CYRhYc1myXl25i7CUpkhVpk7gMNbAdk3qlFOCYNQY4fme7kKjnvOGc9IoSqd5KMfpWE0G+UVUa073fEyjdWSshu4WM6arbFa4mASsWXHLjAlP1oqdDX6FHVkGgyz9ISsNQkccmd6WVS5jnidu1pxUc2GaVl1srRLUsthxHseZBUPYs83V1Jhkf1QiWVg1Jg0aKS9hAGCxMBGpL2YcZctFS05PlGGocRbzGeS0lz0hwk5OXfcLQ+O4964vesEegG8HF9xhsM0WHBqt4iKpARXyBgPLei+FvclB75xWXHlWF3RKce/mQzgxaYl0OY9BZiiahthNCDTz/NuTR/GhtWdiec8qdOzbjq5i/AdWMS5ly/HYalMy1op9dmABrg1Xcg3z2/LQCEGLdAc4OlHD3NZ8mEHuEAxyS05H35ldODJWk7HXHIdGa94YAgHglnSXMKNoeOuh82e14M63Xij+Tz25Ecik1G/WJOk/sJp0VsgKGTjdqq+vD7/4xS8yNcjhJjaeoeEMLA5TFhsaFYzuT3ZsxPk9a3DNFXEApRGRxnbFZWsxWXdCzFOQQda8Jq5sxq+jqwuEElDQ1EXAJWvW4lvScsxIGKNA+/4dG7F0ZR8u6l2deC5TJ9i8YSM+fvON3g7Nvd/7MZa+Jcyi7tq+OfOen4rSqPg+tqc0mfT394dkJhf+/D/wxqvCn19fXx++cv8PsPGx9Vjaswa9q5OvTbmLNFrcaPK7p2fIlnRKUHcgd3eSxygLwjQ3DDUnyDll4GO05LTTjv1/JVQTIL+IMmi4az9Ylsu8Tv1mpZdo1EJmkpzLRaxvI52uoRGvySl5jADJjRhr22UxK634vJF5LsAPAcm0cJPbaoJtZolyHY44Qi4YGoYrFua0cO84Sbw3Jb7bijhERtOcJ7FIfkkTQjyZi8uTwyYIAWzlcYzkOYm5iG1lJS05Pl7FV75yO0zDxN33P4jlPatApe1Z0IJu74lJ3PiNLfj068/xGvXOvng1zrxwBez+jSiaGj52+VnYcmgU924+hAPDFcxuzXkLBVv6FzPOUbGEFRsgAjuOjNUwrz3vscPRUqC2ajMRNU0FE20z5rHPW/vXY2DhGnzngHjG5rXlQClBd0sObzh3Jn7x9AAY557NW06jmNWaw3DFgkYJuoomynXHY5AVQF7YUZC+vKIZD4AXIx0Fe8kMctCdIT0ohBJh/fRKk4319fVlgjTRnOgzyOk2WcFYl+TFxtZNYS1vEniMhk0ENc/BJD2V3JdmzQYIUHfXX/1PMJeBahRf+tKXEq9VowTX3fgO2C7DH7/vvYmWYxdcvNID7XrKM5DTKLZvDOzQANjy+HrcFLjGqei+T0Xp0rosrXkwJJ8A8NijD8cAMgCs6F2Ds5f1oOaw1G11tehyGTLt0kxNLM5ntORSxyh9MQLPadK1uVJKlwaig7rorEXuyUzIezXVK+uteIpL2VW5CQDIknrHZmUXgwRxGYsJV7LDZcuNJbp5x2EiXchhLNS8FiyliW3kmuG4PGT1lDgnJmKCs3yXVVNgltSGSQqCgKQ2ISapGajsjFZ636RkOzWOMR+QpmmCCYh3zW7Q2iFS6ll3eQq7JmUR3rxTikBs5XuflZEH13JwbNEcp+buuBxDZQGQczLggwPYNzDppeVduKIX4zXHA78AcJYMPlE2ezmdYl5b3vMmNnUKy2WhIJX/eGoAgPjMEn2QAwyy5THI1Ht21XzOWrzY+zejB3d77BKlBCVTWG3pGoWpEczvyEsmymd1i6YOKqUOL4xWAQAL2vMgNPzjWczpic9WEqjTCAl8ptk/sMYrjEGeSgm86i/c0hYAQRsw8e/i9+FxpeWV8p4t8nmNnk9VVPOskvQO7NuF3du3AFL6ZaQgVgHqLHDOAM4xNDQUwSjjgwAAIABJREFUG9Pf34+P/cGN+PED/4Jf/PA7ydcWkJmwFH01IJjho4dfgKbpnhwjKjNI0n2fDqVT4c6QBpCFfMLw5BOXX35l4jiD+pxEGjusHE8YeGbDm0HFb9eclvTd5JC+OOWrp2syxCZjZ05JhFwuZF3Nmt5qAuQXWwSJvrqhH/+TUM8MlhvKAobK1kmd01TKlaCtUQNeTqcYrthYf2A4ESSrLX8CgudHqsnH4WI13ygFcSoaZJdz2E52wx8H4PDshZLQTgvDtLR7kNXspuQH2ZZqQZlGCqMLvxkyrWGIAJ5RfdKiEPBBrT/v5OJQenD/mmn7TOiGGWqOIwQYkhHiCzsEc1owKA4E/KWVl2zQBrCraKKjoOPAsD+uYGjeGFMTADm4KDkuNeWWy2Ia3J1bN+En930NgJDo1G0XTz2xFXt2bAaXjYkTUm41dPig+Ee1CXzqXTdiz/Yt3nHaC36Ub8HQpLwiHCKQ06ls7AEOj1Uxs2Qib2geg6yqZND488eTQV0QHBGk27xRIpq0Xi5A7u/vxx133BEK0DiVRaSsROk80y4v7BGe/K27IqLl7Vsb960lhHigJ7oFv2fXkwCAvTu24oPv+G3s2bEZDhOa3qQKaWJT5BXr1q0L+DLb6F//SOKcNKqkVsm+y/39/Xjv29+Kn33nWwA4rr/pZnz+3u+hpzdsPTYV3fepKJ0Kv+c0UNvX14e/v+9B/NHHb8UdX/9eKuut7C6zG+J8x4h8A/lE3qDoyJBbehHZKbsWagwgHsqpuFjkX0F9BK+Uai45XnRxWA6LrVhdDm/79mTUUNnCwo58qkwBAE5M1AHkTpv4SM45OBPgIBqJHCyXC63o7NYcBibrqDkMpVx8DCFAR97A/sEy5rfnY7nuSs6gWP+0l4zLhP1YVrmcw5LhFFnezJwDtQyXDhW4QQmw69gELpzdivZIg0las5tGgIpcLKiXa8pZPL/lrDHqI3BkHG3SXBUwZikyDEoAS46xXIYfPnkM7+pdGGdkpeY5mDT4m+/6MK5fuzzUHMc59wDy9cvmYGYph/UHhvH4wWFvTFteR94Q89+1pR87cyeEw0BXEc8Oh4NaLE9iIf63eu7a88EYaeY1UgG+P7JFdOCW+7BhwwY4vBs7NjyKP/3K93HH17+HpStWgnGgFTpeeHoPgHOA0WOwbQvbNz4G/DfhFtCW0/GClE28u3chzukuyev0fxjzOvU0yBWHec00JPLj2ZLTcWwi3Ciapk/UqM89Z2wQQKNCV52WSDeVmu7t90Yex1MtnQgQsmf7Fjz6wDb85pteHzteMGlN7njHak1fn6flXXLxavRm+NaqRWfQeW/Hts0AzgMcC7ZtYeemx3H+xStlSEe8+vr68H+//UP8/L9+iZtveHPiPbjqqqsCvswGLrsimRnV5bPPUxZSiq1mzAVxgTnzFuCCi3tjIHEquu9TURql6MxwFgKAS3pXYenFKzFpuangV5efXZorDCAdJ+TjktXUauoEnQUz0zNaNekho0mPEmDPjs3Yuflx5K6/DlcnaN/VnBjnqc9Ts156NQHyS6gkBlnFI7/cqjsuDg5XcN6s1sxxKgAjK7ik7rKT6t18dLyGOVL/mV6CrSzXHbCSmfjCYoyDSsBGCBJdKNSWvyZbiyfqbgwgi0Y2Dk4E20gJTZybyzkaOM8JEC1TANOkZUxa+9QyWHsFfmeUchiv2dhzYhJrFnWGxvCUX2ols/CuLfU2+566aa4SBPAkFk9u34zdm/vRe+llIbBKQxrkeCOfNye5uNh8aARf3fA8zpvVgsvPmhEZyaVMxb/Rl7z+t7B86ezYxJTTRXfJxLXndOPoeA0/3n0co1UbHQUDlBA8uU2k2G1++Bd44q5P4u77H8Tirk78+76B0GLIcpj0QRbXogByR8FAWcVIO0KDvHPrJmztX49jR16AbVvg0qN4zzP7gbndEuDY2LlZABxKxGd14dKl+PkuG2T8BAzDwMo+3+KrYPhRvu/sWSDuBOeggRABXaMwNNHYY0uts7hjYVlL0dQR/ToLfWKC9CVoX0bSbd4oIdJK7qUzyFOxXZtqTSfY1qiIBr/1vW+DY9u483/fETueanISlSwjogReA95g2UptrjOkG0Q0/rtv1Sr8w3+OgXAGQyZBAtkgq2fVGpQWL8Pac2cm/n1fXx/+73d+iIfXPYylK/uwek02aFfPXLQUW80ty9vNEWxz8jlPF2CsqjWnNwwv0SgF4y7CYppwGVT5uCc/A6p0QsApMhPpDE3D/PZ0/THg27yBp8ufPO27ZePbCVZ/wTm54KddyuGroZp39EUWAUkFbI0ilKdSjssxUcuWRfj+vg1YT8YaNqhNZx0aqTaIhwYAglJOw76BMjY+P5I4zmU+QNQpTbRyC8kYuA/2giWwqHgt7j0+iT0nJlLn1cgH2ZXWa1mx1S4TjYNZC6Wg00NrTsdoxY59jixFGkGJP0/R6JNSxE/sS1+siCa2/v5+/MnNN+IfI/HJgOwQl+cLBmxE56RAZ7kuxiZZuFHZNBdswDs0WsUvnh6MSDOIx0irH6HFXUJffDDADm/ZuEHcB6fu6ZhXzG/HpOVi1zH/c1byifHhAYxPlnH8+DFoRDC7yt3EdjlGB497MdI/+s59Qo9JCWDXMWvx+WJmzIFhmHhd76WgROiL6y7DsmXCUWLFeWfhzm/+ACtW+m4BeUOLNS6yBDbP1MS9tqVmWtyJMINsaiR2LCGfiN3uiAY5fTG1eWM/7r/nyy9LGjGd2+/TqXXVNYIt/ethW3bq8YLRwGnb3eEGvPQUNSMosQgcqHflJQCA5T29uO/Bn+IiuQjNAjSK2c8C0StXrcFNH/wYLlixMtOlhMmnRk9AyH19ffjBTx7CzR/5FL7yrz/w0vayQOLpVC05PdObHhD2eur1nnZdhkb9OJGMS9eocKjJIoFmlkws7iplzsmgKpc02Y0ICGjfM6z+vDnl9FR2vFkvvZoA+UWWcE5IAMhy+/3lFuOYcjNYowAMl6Gh/nY6q+6yzHsg9LcceV3DrBYTo1U7USOtGvkAwbJMJFjrBbf8g9ZmoTGSZaUEODxexcBEHLipZrY0ja0ql4uXaDnLdxmCiciUWMBvHlJa5ImIxlrg42S2Vi0M0nyQvblwcW23fP9JPLjrWMKxxDMU7PIONsx5YwJpdYkAmfr3XjHnA+W4X7SQYrDQtf7z5kP41E/3YN9A2FtcPdexBrwAQF7aIxgzwlyP+bpscRd0SrBu/1DgWAwjJ47hkZ//CDXLwYZ1/wWdAAVTQ1V+z+ouw+DhQ14XP3NdvPXtv4cPfvI2tBVzKMw+EwBw2RVX4qvf/iGW96xCa05Hd4uJms3QIpv5rrvmcixdsTIUe5vT4+pujrimMKdrwkM70DDII42RbXkDrTk95Kai5DrRCh0/xUe1v78fb7nuTfjq392Oa6+99iWDZLX9/rnPfe5lyyumE2xrlIqIaKkfTjuepwdNaUQVARH+dzarqcpl8eQzUwLTi3pWYWXvahg6bQhoVENolvRF7BLEF1LR4yhLx7Qj9fX14R0f+CgWXXgJTkxakm1+9YAtnSp9MUJSqmBR4m+2ZS0ODI2mase9Y1HS8P4JG00md4+Sx15x5ZXQZYNh1ndB1wjasraSm/WSq3lXX2QZlKKc4M/LGPeYr7QardqwHIZZrenbLxxcMkkcZkqXM+dc+u02SKQDUM3wEp7OYqwxqy1YT/+aCBEAPqqRdrk/ytCSAbLLmPciS3PFUCxrt2yWGJi0YtZqjKsGsuzrcxlDTqMYqzoYrljoLBgxFsFlHLpGPJ9nQuIMbvQRMajQkwf9s9MCPjRKUGe+XnLP9i34yY6NaO/swtjIsO8pLAG/43IcGK7gkV37MbLuX0OewwpsX3nlldAWLQc4h35sX6hhjhLiLXgYZ6ngQYFxtYMykMQgSweYPXv3ij/gDMot9pnBMs6f1SL/3G9eVAB5dmsu1qh39oXLgU1bcM0b3oTf/4v/7l3XygXtWLd/EB+97Ey4XAD7E4efg2vXAM2AS3QYzEbJ0DBUtrwFx8IzFuLJQIz0W972u1jeswo/vHcz9g8JAP/bv/UWrDhnJsqWi5ktJtryBg4OV7Cos4D/cfXZeKPcDg9+bQ2NwqRhezbOeQysmJpwsbDcgAaZhLkljRIsn9eGxw4MoyRZLILkXYIg65mmU55OacR0bb9Pp9bVoMDSFb244+vfw+jT23HdG65N3qKmAQY54ThBGUZWsIOZknym3FByMtZZI6ShJ62hkYauBIa0L+RIB3U6pXCZWLhmuzOId6gmFwOvHngsAKTqG0r77IRUj/v/O+1YlKB1GsCoSvqcnSFJXNPXh8/+03dw5FdbcNNbr0tvMKR0WubUrHg17+qLLEMjKCcxyFz4I2aFJdRsF6NVJxsgc8HaBTv0o8UkI9DIvsxlDCdLYcEhXrBZzXc8ogsgIKhYTmiLzG/kUxILAsuNewY7geMEmdVgMR5+0XMIdr4tcBzOuWxGE6CsYjkxLTMgGOucTvHCWA3HJ+q44uwZaIm8lFzGYVCCusuw7YVRLOwsYnbks+Y8vKVWMnUcHa9jSXfJu+a01DoSWAhs2tiPP/vj98AeHwJnDIRSmGZOJMOdf7FIrZPPx/r+TVj/o9thBD2HiZCprFnThzNv/ixGJ8r4/OVdcQ2yvC8/2X0Cdz9+ED9676qY44FiqCryYdu+ex92do2GjwUBtvft2weQc4CJIaB1BigRANm7h/LzAOBJDSghWNxVxN6BSW+cug/XvOnNWH7eLO/Pr1rSjb/55TN4driCeTJlb9GiRdi64XG4mg5qFlAwDY9BVguAM844w/M1Di4kiqaGFwZEk93sUg66RtBZNNBZMOTCTmzR/85F8wAA4zU7xh61FwxM1h3veYn65ALS9okBDhhMashxcUazLW94TYcaSW/AC/67YENgsBRbq/S+p4szwXSBbV1qTy9Y0Yu1N7wJrfnknzshjQCyNMhhK7jk8ykdazT5rKto4i/fdC7OzFmghMLUGzN+GqVobZB8plNl95ihrQ34Lmc1qHlFFCP96oHIhkZRdxm6M2zXlG82R3aqpKkTlKYFIAs5ZVcha07ABRetxNuuuxpLultSx+V0Evstatb0VFNi8SJLp2LlF5VAqFCKrK16jnAXf1IxLhnkzOMInVtWkIaaUyMN8mjVbhihPJViktWuZ5xPSpC9MjSCsWpEXpCkvyWI6btZhEFOuu/qh8E7DOExyYnq8HY44LgMu45OJMpbHMZh6hQLZJRwkt5ceY3aLsfBkSom6nZsjNjJ9Y9v6hSTdUc6johKTa0jfoz0jx7eBOs9/wQ+62xxXMZCEgnG4VmqsWI7mOvGPIdFQAqHXmgBSp2xqGVKfSD63EgFJyYtDFfi7DDk/d//zH4AwPMnRmJ6ZkrFbsG8xeeKf7LjJ9D678OCkob9AWZ4dovpbSsHF4irz+jEziPjGJMaZnX/ozrOZXNEc+vzI1VvzKIzFuGG37kJAHDh6svQUsyjOjqI4fFJ7Ni2FYD4Xi95XQ/e8+FPhO5D0O+0u9UEhUy2K5komhr2bN+Me+/6onetSfKJhR0Fb/EACJ/cKFepUyqsBAM7R17XfKR8xhOpDXgqsY1xDkKTWebplEacjqVCOZTMKq1EE1e6Bjlo4ZbGMgPieVW7PyT074HeMzpQNMTx87rWENAYlDTU1mqUAvK3IA38atJfGxnuDN7z6u1avcoYZCoacUtG+j33JBY8uwGvNadneiCramR7SCmBoVO0pSzaAPG5KC/1rGrPG82UvF9TNZcdL7JUTGjdYZ6tip+pLoBUmquay5jXOZ9WHIAt5Qpppba0G+mLVVd8lsVZzXYxVnMwMyP1Rx0ra+vJYxEzHRzCwDOnU4xU7YQxkfNInWiw7SGY/iYY5GTAGiyDUoxW7RCrq5rZXMbgchEGUkuw8Qt2pmc5axAI266SoWG8miwNiYKVzoKBJ49NoLNowtTFdnzaD7XS+y5cugLYUgPpXgR+7GlQSgOewuIz99w0Sp3QNC3kOayS2wTzzzBcsQTAD5xYhICIe6jA5mDZwqzAs7Jz6yY88sjDyN/wZjy9/xkAi4CWGR4Y92OkhfSke8GZwMEDuPnqFbjy0tX43mA7Nj8/GrpGKyKxAIArz+rCvZsP4fGDI3jz+bO870dUo6nioSu260s1dIpFixYBB58FLbSCT9TwyC9/AHf5W/Cnt/wh8K67AQADZQuLzELoeOqHZ2bJhEHFFrk656YN/V6XuWEKdv6MpStintIzSib0YApeEoNMibfIUxGz6n5ES9eEm4nko1P1p+qYSf63qk5HZ4LpKh8cpgNIQEgxLCdZEhU8FpOr6bRjGVLLzCNAmxAiegokSJ3ZkkNLA3a4uyWX2YcC+CER4j/Trk0+SxnuDEEGmSA+/1d6aZTCcrn3bkgeI35DSrl0T2UAODuDyVU1FScWSgiKupbpwKEcZrIAOwAsnpHdENisl15NBvmlFOGhRiwmV54Egj08lBJcIZrmGrC+bAqBFPIlnWUnpo4FNAbblQZzqtou9h5PdoDwjyOa3SoJ8pO0ymmCPQ0GnvDAf6oiBLGwkGD6GyFhyUXoWIE/zycAcsXousxPy0v6jFzmhw2kOWuIMYL5KRgUYwkBJ0lmGQoUqwZAlrLVqwWu84wlwllh1XU34rY77sQtf/JpTz6hUvLUM6q1duMDn7jN+3tARVKLz8xyhafwWOTeEEJgy2NYAYCsSvkFf/PLn8dvvOmN0PPyx6PQBi1XjASAEMmQiuO8830fxPKeVVgyo4SBsuUxw+JcqqHGfz0tndOKGUUDj8gGPCsAfoOlfnAqluvJfYLNTpMWg1WZAKuVAd2AQzRvTBIoKMnjzW0Ti4Lgj6cIawg3OHIeX0hqlODMzoLn4ME4YpZbOhWfme1ykaCFdC2kHgDQaQ14gNihcVlc7/xaqSDTnsUg/2r7FvzLV76EfU9sSR2jwG8WgyySzwAgnswosKyQ381uzSXKuKLVSOYQkJmnBr2E5p1yOEKITKTT/IVZw9m9ckojRIZ3ZINRh3Hv+/5yaipOLJQARTM9AVDNKac3BsjN+vVVk0F+KcWl1VvB1wqCiO38sZqNA8MVzG/Px5gGVzLDUT1t6NAQAKmS0VzHuC/1yCrhBiEYubSXg8tYQ6mGyzgmGso5xLZxli46yugSQuBCAPBSQJ8ZfZOXTB0vjNWwsLMYOpZi6oJevOF5h9laUwJkxnwWiEkRnwgLEUxpue6EmubUPVDzMiWwj50vcHm6RlGvOvGmQKT/WCsGMS2JTzBRHIxxD8Sf8bpe3Hj1ksRjqTEuB25830dCW7ZEsu6c+2BzsGyjM3DdmgTRgB9+EgTIW/vXe2lelmVhsuovDD/3te+GpApKL6s0zeqlv6RbfKb7Byu4ZEE7AH8+QS0gJQSXnzUD//nUABzGPRAd/fEIMsiWxzILH2QAKFsuOtpaMcRsuAC0li4wiO8TJYix6IpBntuWj/nbXnXVVTANExYiHrIJH3B73vDkMRxcbo/7JaKmhY2f0sSm/SwalMBbn2U0VO3dsRUbH38Ua9ZejmvOfVPKqFdv6Z4mOJ097e/vxwfe8duwLAuGaaD3jF8mN/JpVLxjMphYKqlcgrg9GyHA3l07sO0/fpAYWPJSihKCuu1iZksu9fdE16j33s1iRg1pFTZgu5ks+SuxKBHkSJa2mEod93Q0u01F269Tgs5icg5AcE45naY26zfr11/NpUmDshwWA4c6BSYDDKJikAGC4YqFibrtAYFguVw4C2RZoTEO6IRmglYmGwEZE7rZNN2z+vMsNtqdgk6ZcY6a7Wbrq7lsYMyYt1hHREAyR0jXGm2sAwQrOFq1Q/ptx/W3loPNa8FyWZgJUUEbwetVeNyVDDhjHKPVuHY4CGxNjWAigSnnLPLjSeLe2A5jiYCGwAfYPCW1zpsL98HvYIJjBIEAtsHPIghsAQl+Xe5pxwE/4tk7DhEMHAtYGAaP09N3GQzDBKEigEXL+QsYa8ZifPeXGzx9LpEMje0BW3GBZ8vtwacG/Qa8ILAN1pLuIsqWi8m6E5BhiDAIdR5lq1a1XY/1zgW2Kcs2Q2dHO25+z/sAAB/49O0AhGzB1KgXm61K6Q3nteVj/rZ9fX347o9/hps/8imPnVfNc9EKNnrxBPCrkrxsJpL/kMBEq9Io8RebPNlSqr+/Hx/9gxvwjS/9DT76+zecNhHQJ7N8r9l0ln3dunWwApHNaV6zOlW7P42igQUgjy7c9u7Ygr/86B/h83/12ZdlqRcsSoQH+ezW7EhjgdqJF0CTVDlD85x50p15X5lFKRFx8xkA2df7vnwGeSra/qKp44JZ2XINQgi6ikaTQT6F1bzzDeq//fMW/K+Hj4b+zNRpSF/qWf9wYKzmpHoUi8S2bP9izkXYRHZcsTgrCMeh0Sr2JgRgCHcGJfvIDreoZ4Bsdb66k+1xzKTOT4H2xOMAMrjDr9a8hucCkhRvrREpSgiGykEg7W9BUiS7WARlEaoIwpISxQo6jMPlohFvuBIHyMHGOV2jqCcsGKLaYc7jsdMs4NARLOXHLI6TnFqnrsDlfmrjQDkOkJWebjxgjxcFyAqwMu5LGqJj5OmE/VgCg7y8ZxU++ee3g1IKxhg2rH/U+7vP/vs+fH7zGL7yhTtwy03XY9e2TbBcJhMQfTAxq8XE/LY8Hj/gh8ao5+ypndtCDXAKrAbdJw7u+5UX8CHOsxkFQ0PZckM6ZfXjWLZFcMi55wjWvWP+YjFG/ogGn6OdWzfhabntPrctJ+y0Im/MtZdeine8/2NY3rMKO7duwgP3fBnbt2xCtIJgN9HFQjaKOS73tsVTta7K3osnp6MBSv6hgN/LC9x4pZZGZbAKib8HVKldAKppMI10Jw+/kS/dUk2TuzI5Q4stbnZuehyOPT0BKKooIcgbFB0NnBCIEBan+u0CQMGgKOV0T5byclwsGjWoneyiRALkDKBJ5QKiME3Nbn19fbj11lszdwrSWP9gnTer9VXlKPJKq6bEokF1l8wYW5jTwvpS5WBBiLCAMzWaCEoZEyxhplcwZENTBkBmsisZBNg/VIGR8PZXIJo2OJbyy7VdBo0mvxyY1I5aCc1r/rw5uJQhDFVscM4xR9ps+XPiiOK+vK7hxGQdEzUHrXnd8w+OVsnUcGS87sksFNACfMucaAnAGgEiBBir2V5TopoSY1wm4VFU7bAMxm/CDIAcCCBXCNwzhrA6hBJhYzejFPA4TmmqooR4IDQtlEOVy7gnZUkCyETej/GAi0YU/Crnj6DsIcogiwslXrNn0nHGRobBGQdjDCBUGiURoZXOFcFLM+CUB7Ftw2O45uzXefdY3UtCCF5/bje+te2wFyWtzvWxd94Ix6p79nTFVgFmg/KJvU9s9QI+HAgdcDG3FlWboR7QKaung3Hx/VVgW+0WqGAG22WYrHPse2IrPvoHN8Ba/hvAZe9C7fhz4Iu7YtKInE4B4uuxbcvCA1+9E79MjDQWs2DgsUY+XTaUqfAA9R5IKl0CaMbTwVpQ/nE6WbidzFL3Jsu2rK+vD/c/+FN85yf/gXfd+OZUQGNKRwxxvOTSpINNkj3bxWvWQjdMuI49bZ+HJhnPrIY/ShTgzXZnmFE00GJqMDSCiv3SXSymMyp8uooSsbjOkpgIvS9psrXNClXzaWhQ3SUT41YYYAoG0WddlbetRgT7F7THCpbLGDSSbBEWHGNoBFXbRcVyPNAULE/JyMXWdzWBzVRuEAVDw+HRaqgRLnw+Doc3YLUB1KcgDVEa2SeOjONgQqNiWlM2JcSTWfCUcTolodS9IKNLCElkwJPAaMHQMFj2gaOSq7jSzULthAcdQnwJjV8k4XNkLLw5aWoE49HmwjQLN+p7DjsNAlcY9889VLZi2m7BqLNQ4mOafMJhzGOQh8px5hxE+VvHGWRAyixkUhk182g1RESuks3RWYs9fa7DxPmiP0JvOHcmXMa9BLy6w0DA4Vj1kD2dWpxVLV8+saJnJQzDDLl0FA0NFcsNJfKZAfbM1KmnLVbNgTqlEiCLRs3+xx6BbVvgNeHRfGzPNiQ1aOV1DQQ8pMe2ExhCzaPyxPMd/bHW1e4L49K7Ntu3VgVEpP3o9/X14Z+//2P83of+B3760L+fcpByKkpZd2UBIwBY3deHd33o43j9lZenjvEcMZBtqUaBRDux163oxf/88j/hts/8xbSBRkqADs+PO2vekA4s6fdhQUdRMsjUs8Z7KTWdUeHTVVMJ9xB6Xy1Tp9ys1141GeQGNaNowHKFBjfkXUmE1Vcpp3t+uy05A4bGUHMYLDfJBkxsrWY2sjHfguv/PTOIC+e04cyuYmSMeIO1S0uakartzUWV0NZyFE0NJyYtPD9ajR0HECDSZTxRMx08n+OyxFho73zyB1t0b/PEJra0M+gBR44o2FNFCfFY4iijm+aDnARGc1JCoRr1mNRFMyZtzySlXLVdL1ggifkG4gDZ5Rx64JelYIh7vzSwZRkF0aoI8WOdf/Sr4/j79Qfw0B+tjkfNcmXhJsE04xirhpvrKAVsFo6wTgO/Fcv1fvgTGWSELdOGIgB5ec8q3PH17+GFX23Go8UePG/l8HvL5mBRZwG3/mwveq+/GR9YezaW96zCZN2By3z98c6tm7C1fz0uWbMWCzvy+OXTg7h+2RwRkkMJEEi26+m7DG6oAU/M+aKLV8QCPgp7t6Fqu97nI9g//z6aIQZZ3COdUg94EgDLey+FYZiwn90I+mgB1976gcQGLUoJ8rqGi1avFeNhwUhgCIPYJMnpQpcLJMbF/DiE7jVY/f39WLduHS64ZA0Kiy5MTOQL1uo1fWhdvAxXBoJUXkulvt+NADIlBPPb8w0T1FTQUdooSsQ5W/NxwEopwbkXXoQ33fyOhv7GU62iqeNC6fudVpSId0Rxis0ThojIAAAgAElEQVRnpk6kXeVLQ8inY/hM0dRxXlPv26yXUE2A3KC65fb4WM2Jmbsrb17FnhrSTsphNipWksRCNG9UMhrZlI7VpBSUACcm6jFgqxhkb7UrLb1KAStj8S4XL7muooGnBiaxqLMQ22p0XPEj24hBBoDJzMZB8d/q5T8wWYflRNIAufcfoVIvcTXvtDG22qKOMLpEiuyC7hSAuN9RQKPY4opc8HBFl3DhG0wJgUYJRqu2l3jIeJw7NCjFWMRT2WXheHBDoxipOahY/uIlYIYRKuE5LJ6Zw+M1jNUcDExamNcelqmACBAXXKwMlK0wQCbCZSUI4HcdG8cX1u3HRy5bHPhMCI4HAkqi4FeMAMqW4wHSwYodc3pYdkkvrrx8Lbb9aDdyQxW8b/UZAIB/WH8AbXMuxvKeCwAALTldgF+N+pIE24JhmFj2me/i2ISYV91lyJs67owA370nRCOfsHDz9cXLe1aFwz3MsAY5KLEApE+1BNuHx0RKXmtOQ97QYDkM7QUDF6zojQHvgbKV+Nm15nScd1EP7r7/QTzyyMP4nbe8McYQBqOfk5hfXSPe56WAelCGEdy6NkwTt3/tu1izpi+mZQ6WoYkI2leTI8GLKSq/K2kWaKq6ikZmYAMg3sdMvptii1ZZmvStTWJ01cc/3Z9EFnus5sQ4R2GKzKguJUQvlUGezqjw6ay0zyxY58/OXmw067VXTYDcoBRAHq3amB8BK57EQulvZemUJDpDOAogZwR8KA/cjoIBzjmGKlYspCNKlgrtc0TrKtkONR/GhWY2+kJVVnBZCXiMixdMlsdxjPkl4gc/CJA97XSkRKobzxxDCJFaV57C6IofgvGqH12d5I2sjqUAlvrRAxH3R1nrDFfDMozo5eUNisGyhXOD9yAB/VKIZ0cBZDdFYx1kyJV84ES5HgfIUH7N/jO058QkLIdh2dw2eX1id0NZtHUVDew8OoGdRydw7TnduHh+u/dvQwA5gUHm8p4q8O4yjm/vOIILZrV4x6Hys7YcFmoEOru7hP2DldDx6i6DoVNs7X8kpB0uD59ApWU+ALFYMxOAr2/hxhKt4FQVDQ3DFdsD9TU7vPth6r7/6P6hMjQCdLeYyEsgPaslh+dHKrHzq2uNVs6gGKtxLO9ZhbnnXYRVizpjYyghXlJZktOF+o4C4rsWlQYEt65hWdi5+XGsWrMmk+nTaOM0tldzaYTEnEeSShAb2cfSNQrLZWjNCJLQqGiaS3omCcQi/GT3W1Ep+5hq0pqhZQePTKVezeEzzXptVXM/oUEp0Dlai4QowAeqQUcFQALkpChiiB/0obKFpwYmE5OSglIBZbkTlStE/11Oo6GgBcBznQtVkvbZZQymRlBx3NTkJs45dIrMFMAk5jcaZKJkH9EKJuHxwH8mla8VDl8ch/gcnh4oe8xhzHZNlmrK887ECQhEkxylwsN0vGZ79yPpXuY0iom6Hfq8kjyOCwbFkfFaYEzy9iUlgCWPpZrLBhIs3AAR6hG0cLv9F8/gIw/+ypuvRggY4IV8nNlZ8IDrc6PV0LFGPA0uwbGJOt7/3Z144sh46GaVbeHMokDdFx5+FvdsfN4boskFh1oAqloyo4TnRiohHb0Av8SziFPa4flzZnmLSsuN65TFvYyn5CWxg0VDCzXyEcJBaVhiUfI0yA5mteSgEQFs8rqG7pKJgqHFdOAEycya4bGLYkCixpyQ0GMdbPbr7+/Htk0b/ePJhrDgpamta03TYJgmlvdeKhL5MtjRFlNLXGC9Vkr5WjdikKd6rLrDM7WshIiej0SATGRC3Uk2UFOyj6nEIwPiWSbITh5sVrNeK3VKAfJ73/tezJo1C8uWLTuV08gsxSAHLbOAsC2X0t+qSmOQXcZACcGsFhNPD0zGjgkoDbL//wm4l8DljYkARFOnsWawpKa8JIDMmGBHJmoONh8aTZy3xyDb6SA6yvxSIOaJLFj2BHAYaGpMYmG9klrjJEZXJQZart+wmBbZzMEDixsOQrhnZacR4mnA1b1IupdEgtCgXCZJ8yzYTMubU/Tz9e4B8WOk1ed0fLIeHwihj7ZdhoJBvfNO1B0cl4BaxaErBvnPrlmC77yzBzoleG44CJB954w5rTlUbYZth8fw2MHh0PlqjgC/QTnJwWGfGRaMNfNs8lQt6S7C5YKlVaXA7/KeVbj7/gfxwU+KhL+F8+d5z4uQ5iQDX3X9dYcjp1HUHRbbvSiYWkiGYWpaiNnOydAA9TnMbcsDRID7toKOkqmhrWDEvi8CtMbnpSQRclSiYwKlxGuM5PAdWJR04vFHH/bGCg0y97a7gbC36oM/fQgXrOhNTOQLVimnxwJvXksl7nn2ImKqJZpoXbQVsjddl3SXEhd3QTeJk1m+7GNqP/WGRmTYSbOa1axTCpDf/e5346GHHjqVU2hYQYlFsIIxvEITG5BYaBSWw2JgkklWiBIRfZncyBZmGPO6FmMSo6lxpibs5aKRzcGXHAUSw0cE60dwdLyOw6M1kRAYHeMKYG87DP/51ABOTMSBW5T5zek0Fl3spoDroI9xlk5PuVUkMbqAYDHrju8uErVdS5oLU6CdCD9gNZ7Ad7JI47MJfE9lz3c6QfMM+C4bwYjsYFFKPECrQGsygyzkNLbLUTQ0zGox0Sm30RVoVU2LlmTwZ5ZyWNhRwMKOPJ4PMsjctxxcMb8dc1tz6CjoeD7gQEIg5BO2y3DerBacP6sFly3uwolJy3t+NdlkKfTFfnBHcfgANAL88pkh73iW47PDy3tW4T0f/oRorDM16REu5BNJmsG8XBBUpL7Y0AgGyhbKEelPKcIg6xqBGUCSOV3YzOXkHxXsCYgwCeDc7hKKpob2nB5zbSEpqXWm7ssjwJMXQIAvowjajinpBHft+LjILVDeqqvX9EEKu0Cjg5rllXrXTgcbKt7ZFK25bMlKV9FMXiAF3isnsygRrjJT0eACMnI9IwylWc16LdUpfbteccUV6OrqOpVTaFgKfEQBshZqLIuznjzBOs0JMIx5XUsMZggmxAHSlqxihcC2G/kRFmwmDwVgBCTIAMSLLyrDAASDmtc1zCgZKBiap9sMjYE438ySCZJwL4B4rLOh0VDaoDpXIntKgw4V4qc/sbiUWKRY1gkgxz3w66YEbhD40dQ+6yucPJReUem61bwTgZFGMSw/w7TmQvGn/pxUJHe0RLKdZJDlf59IYJA1IqQuQk9OcdcNy/BPb18OAHh2SAFkEQ6jQLlidc/oKIbALwPznuErzurCj/9wFS6c3RoaI6yyhM1bd9HEt35vBW5YNgeAD8iV5Z3tctQmJ7zgjj971w24oIPg3/ed8J5fy42njAEC1ALSocJJllhQQlAwxE5G3RHXb2i+PEdVwdRiSXpB5y3VJFgdE8B9w0+/jT3bN4NSgu6WHAgRsbvRBR1PAQ46pf4zS9K30X17Nv97oKQTwYRJxXanMZ+aXHTxBC1zs/yiRCx6psO5S/Um5F/iwShJl+j8OkukyIV3ULJKowQaTTI0bFazXnt12jfp3XPPPbjnnnsAAMeOHcORI0dO+hxKOsHA6ARGB497f1auOzjujCNvFTFSsVEenoBR9dmFctXBocNWKFhjfHAEjqGDUgHMDg66mEnKoXMND06iUnfgBP9dxcaz+bp3rBOjVZTHaqAV/+MrV20c0KqeZnqy7qA8NO7NyXIZDo8RzED4fKMDozB0YXFVrTk4hAm47YXQmOOjVVTGa6A5HbbD8NzkCFqccMfv8fEaysNV6FU5Jw4MVixsrIxinrRQGh4eQoWG563GjtUdHClZGCpbKA+XYVTjj+ZkxcFRswpdoygPj4fGlCs2jpBJjA6WcTRXw2ROx+jgmLiuCNCo1Bwc4xOglQKOy3vJANQpkNc01DSCWt3BEXcCeq2AibqDyeFx6NUwe2S5DM+PU7SzVriMozw8CqMWn3e5auNIQTwLo4NjeGrXDuzathkX96zC0otWeOMmqjYOH7ZRrQjN8tGRcuiZA4Dq+AiGDQ3VahUaGLr4JMCB9pyGvUeGMHqGOP/4RB2VsvisyyMnUCUEc/IMj49WMXTimPghdDnsSXEuuzyO0UEXc/IcWw5VMDxwTISXyIY4y2FgVhWjg8cxg4hFwa7nj2GBURXSg6qNqmWBDx+HbdXBGIMNC50Dv8IufSke2/Mcls0qoFavo0D12HXxuvQbPnYclVodFMDeZ5/HnNZciHYraASj45OwGYdGOGqjQ6iBg1T8z4ZYVTAODIwILXVtZAAscAy3OoH1Dz8EWOcAANjIUWx5+D/xG6uXoZYXx6naLiaHxqBXDA/UlKsOBgp1TEb0nMHvf7lq40ShjokEzWd1dBxVCOnRgFGDPW5g0aJFeOCBB/B3jxzEoxIjW+VxjA/ZGHHyOGKNx49juygPj8PWCGhBx5HIO+TXUQMDA7/2c0x3Mc5RGRnBmJvHEf7y7lHZcuCMT2BkwEH5JYDkscEJ1CZGcPzYsZPutWuPTWLIqGJ0Ckz6SNVGbWQSx4650yJNmc56JT6Dp2M17+PU67QHyO9///vx/ve/HwCwcuVKzJs376TPoT2/E1Xo6Oie7f0Zrdloa81h3pw2aBN1lOwCOlp8vZ81aaFzZkdIA1iY0NFRMDwd44lJC10zZyAf+DE94o5At1io69gu11HqbPeS6Sb1SUzo1VCHOq3ZIC05zJNOBqNVG6Va3psT4xwjVRtz584MMb37yiaKpgadEmg1B7mSgXnzfJcDAJjQJzCp19BRMOAyjvG6g3nzZobG1MwyRkgZHYHrbWEcJybrWNLZhRklE8+PVKEZbYmd9Xa5jrlzZ4FM1LF7chAd3XHfSrtsoXt2BwyN4BPf3IffuXgufvdi4XzglC20dhWh1yfQPWsGZpRM7KuYKOo0HulZtdHWUcC8WS2omJMY16uwZXJeq6lB16j8fPOYN6cVIxULpXoeHaWwntN2GWzGMW/eDNguQ2lCR0dLDtGyyxZmzu5EW97ADx57Arf+8R969mZ33/+g55Rgl+uYOXsmmLYfADBS56FnDhDyglz7DEAfRMGE9/dndx/D4Yo/foRWoOUdGNooumYKxveceRz27hFUc+1YIBdBz9mjAA6hs6sLHd0dOGceQ33vKKx8pwCnsiz3ANpaW9HRPRstXRym9hyOW/534tDWTRgZHcf8Qh6GmYNjC//i3738YvRvtLFjmOOypbPhkhdQLORj1zVzmAI4Dr21E5wOomRq0NpmoKWrGPqhLuWfh6uZ4JQjb9godXUDHKH73tXhAhhEjZgwNYLW7tnIaQTAQQBAR0cnzr/2Otz7/d3Cb7gygpVXvgGz584LPZt2vhPPj1S8RaddtjBnTlfIbxwAcmULLzgFdJRM2GULc+d2oWjGX60v2AUh26g7mDO303s3vPWtb8Wu4lN49Of7AACdnV0odbZg9qwWzOsqev7Hyjarart4umrCoBQzO/KYN+vk2FOdinfvyynOOVrHDcycUcS8Bj64jWqy7uA4G8OihV0vKfr3OB/DiUkLc+fODb3vT0bNnhP33U6rfMXCEWcM8+bOmFIU8smuV9ozeLpW8z5OrU6/b8BpWK0mxVg1LBcI2nIxzj0LJ//vgclYY1+0yYfHGtmSmrhyGsVAYLudJTR7FA0tFDvMIlpXSggYi8s+gpHNhkZQTrCgC85Jo0IvHA0NSYx1pgSG5jcwpVmcAfAijfcPTuKmb20POyn4g2STHvDCWBX7ToRZIUtGZvsNcSkNUwQJjXzi/EqvSKNWcAn6aRJ7BlIujvuOJ/+44XnUL39fKCEucERYLvM+o4FyHb98ZjB0L1Q3vYpsVrW4q4gDQxU8sWUj7r3ri3hh93bhyxwYc2anAMVBCUUwbQ4AFnlj/CY8xrmX8AaIz3VRZ9GTdChP47Hxcex9Yis++ee3e813q1evRntex5j8LiQ5VOzcugnrH/oRALEAqLvCHlCn8YTEgtQX267wnCYgsfuuHCpGqrbX8GYamhfJntNFk+B55ywBAPz1X/81Lrh4Zex7d9aMomwI9eeQpGfVKAk8HsnOKQBg6NRLuIyOCDbk6VQILij1m/g+85nP4Nprr0V/f78nsXAYR8sU7btei0WIkAtMBxOqU4L2vPGSwDEgfmhJ/FE9KTVVcAwI+Y5G470UzWrWa7GaAHkK1ZrTYjZvQWuypHS0vE4xFPTSZTymrdWpH7GsKqmJq2iEG/XcSIgAIBoDazbzmuySrYJJzHrNDehrdY2iktA46PKIlpdz1CJAOgm0i7E+yOGIz9ufmwCRxyYscAAHhitJQ+ByDttxwXg49phDuE4w7ut9H9x1DPduPhQ7Dg2EcjCm7hMPLWDEQkA26aWAX43AO06WBpkEAHm1dR5wxutC0cjBqli+f7Hlctz6s724+/GDgWOJyG0nEkqyuKuI8bqDW/7w3UL/+96349ixYyEweoYEvwcDThbBtDnAB8jPBUC07wYRBuTqOCpmGZoJbtcxNjLsNd8BPqhV1xQ8jgLXP3ngGwCA/3jo56IBjyYD5KIh9cUSaKt0s2ApKdKB4QpmteRAQNBi6t6CQm1xz5zRCY0AV/StStQOmzpFztDgrSmT+ysFsPaasNIbnHQinrekRL6gRlT8bw6N0sToXir+Ghy8YVDEa710jU4LQM4bGpY2SK3LKhp4Pk7nUkFJp/csm9Wsk1OnFCDfdNNN6Ovrw759+7BgwQJ87WtfO5XTSa22XBKDLOJ8geSY47yheQ1cgO+3G6zWnI4XRmshhiqpiUuZ1KumozQmVjgv+JHNCU5oIVsyzjk489kCnQoGM3o9Loviw7iNXRBoh0YGwGEmgywb2dRxBxIa1AiEk4bymA4lv3EigZXvLvLYgWH8bO+JxDkp5ldZ78XdJ4SrBRAIE4kdh3gMo2IGk6+Me/fAKLZA75iDD3zitpC8QlXQfUHMj+PpwbL3jFBCUHOZl0in6uzuEgDA7lrosdPHjh/3gC8gGk5nt5h48qjPSAfT5gDRiFkwaJhldsIsMwCcO7OEw+M1DEzWPU9j6AYod2Ogv2j6AFk5Xaja2r8ellUHpAb52/d9ExOVKgyNpALksuU38hFCYt7ayg7u8FgN89vz4BCssgKh6jq6iyYWdBQkgEpuINUp8ZtCSbLNm2B0/YbdTAZZ+rREhwRZPoNScC7eAkH/YxXdGwwdaUbjZpdOybRJBV4MExstZTl3uhOzinE/3efZrGadjDqlGuT777//VJ5+ytVqahirhRlN4ZUrAWuCO4NORTpczXaRN7REGYahUYxUHYzXHLRL7SPjgJH0Pid+Wp2btpsfAKNJjGZOJxgsW56WOZH1JIIxLFCfmYqez9AIxmsO5rT5f+amhHKIhYRvu5bVTM0Y9xjuJIcPEabhA/hw8hv3JAW2TNuzXJYYn6wR31ZOsYM84l+rwi+A9HQ/8Q+l9VyGwkIdg3MO22FwOHDj+z4S02ITcFQsB7bLMKNoYKhiw9QIxmoOhio2uksmdErQltNhuRztef9BWT63DSYFnLN6QQ9ug26YaO+ejbLtjyGEYOXCDjx+cMSLi65H2OEnt21GyZ7AzoMcwNkAfFcNBaJ3bt2EwQ1bALwODz87jLdJT+M/erSKN/zGb8VAf9HQvIVZPeJQ0dN3GSilcG3RLMj1PKo1C6aMbY86SRRNDUcnatCpcBQQITYUDvMDIYL6/QXteRAiLOIUg6yu40Nrzwws9NIcKnyJEEFKCmLgy09SgkK8YzF/oRP9O1WmTj2WOS26l0jJlHmSG75eaWVQkmq7dzKLyny6tMXT6VLCxSJOGDSrWa/Far5dp1BtOQ01h4U8ginx9Ztp7CmIH5YhfmPjo3QKHAv4Cget4EKHIiSgrU22L1Mpa+J/IQbqCkbYWi6N9bScqHyChV7seZkOF0waSwPtlPhhFElSlMAVSgZZjB0sx63klB1cXY4ZqfpJdkRamxkahe0yGa0tNN5RWQkJAORnBibx9U2HwFnYXi6oMQ/+Z8K0weQuf4rNMwiEXIPLOYnrS4h1BsF43YHDOC6Y3YrLz+rCxy4/C4BICBRzF1HIlsti4RdrzuxC18rr8IFP3IZP/vntGBgcArPCTHzvwg6MVG0vAjqoQVZyh8EnHsGvBqrYtlmku+3csR0AcPzQQW/Mt7/4v0BGj+In20VD4esu6YULigXz480fRWm7Js7HoFPiXf/ynlX41Of+FhoTn7dWaAHRTY9BdiIMspBrMIxNTOD4CwexZ8cWlHKaF7ICIJQaNr89D86Fjl8x18qqq6NgiJAQefeTwItKtQPgsbrRCqbkZTHIZiBxL65BJuH/zYn3+Sr/42B8ryHDYJoMcnYZGj0tQCmh0ubtVE+kQSm/52Y1q1lNgDylajPFbTociAwOgiw3pRmMAJgIeOkmYaySqWOw7IMYnnIszhHw900OIyDwWeY0xrpmu16DXRrwiyaIOSz8Ys/rGiyHYffxCe/P0kA7Jb5f9NEJG99/8mh84nIajMMDv0kAUrG6VUfJSARIVuexZIyx7YqQFqUPHi5H9eO+tOCXzwzhm1tfCHlIe2O8z5dlMCpcxl9zPD1QTvSaVospDl+znORxDPh+wm15HXe+9UK86TzhFvLMUKQhUfoAq1COf7vvG6AHt2GwDsy96FJ84bO34dln9+PIwWewc+sm79+tXCAcSjYfGvXOBwiA7WmJD24DjDy+9LVv4d/u+wY+/fE/BgD8y//5An76/Qdg2xa46wL7N2L3iItJCeoBJAYSWJNjOHJ8AE9s2QjLFY2QZduXLN34++/GXV//FgDghnd9AC6hEtjEFx1FU8PYZAXPHTmB53bvwK3vfRv279waAtIF05/Dgo4CCIRMyWOQE0FlusexvwhLBr9aQIQsJB8Jh0ewSY/Hmv2C983QCDh4ptuBRglMnb6sbf/XQpn66cMgE5z+EgudkpB7TbOa9VquJkCeQl00u4CioeGv/vNpD1gFnRBYTKMrSqd+U1wKgQyNEk/rCkg2Opkc9tintDQ2wI8rFkMSgDaIx2onOS9ohMRAXpIbxIySiSNjtYAuOj1CWd2z//fcBL786IFYY6KamRuSWMQBpGJ1gwBeAWnVNCkYZOF0obSzQ5Hz0QAbX5Nzs91wfLWKBVbOHw/tPRFizIPjmJRY3PqzPfiXLS+k3AMBohVjeyIpJY8LbXRQX9xRMEQ0+WAYINsuw8TIEG656Xp85e/+Grff+nGs+8e/BAB8+5HtsmnOAHfCThlz2vJY2JHH5hcEQFYyEkMjnpaYHNkNMBe7Rxk+/5k/9SUyVg3ggGEITax+6AkwUOw4Mu4dJ5fgULHt0f/C6EQZt/zB28W5aLwhrqd3FQiA9tnzYLnCMYMQEnvOJ4eOo+YCaJ0BjB6FbVnYselxTFqu9yyUogwy/MhdIBzy49/7KTLIic+4+nt/NyOpqLweknCfogwyJfEx4XnREFPerOQyNW1akvRebomP/vSXLhBCsKCj0Hhgs5r1GqgmQJ5CzSoZ+PTrz8GTxybww1+JgIMggHI5S3RnCIPo5P33oBMCABlFG69gsxtLcLFQ51MAzEkAc2rMhLTcStIgt+UNHByphpqjkjTWgHjhK8baSZl40DFCAdtEcCg11jU5ZrBie8f2jkUBi3FMBqKFhzyADE+HaknHEHXeqA6ZEsCWx6577gosUUThco4dh8fxpUcP4F9/ISzUgowslwsXlzGULRdHE2K4qfyMhcRCxUgnMchizrZkwlUt6S7hmYEwQK67DKMnjgk2Vz0/E4NAZQwVWpRNcyYIc9DTd5nHNO/cuglLuks4PFbzrhsQYGy51BKv7l0JHH8GOOMicMagGYJRomB4y9t+F3ff/yA++Mnb8Bef+ysAwiNWLZSiDPLW/vVgtQpgFuBwn2WOPioiJU/DZN31LOwElgh/KoOHnwOoJvasR4+CUIorr7rSG8c5RyGgQZ7XlgcBh0Z9p4iqwxLSIFPkE1RIfzjnYps8aaeIEOgagcuzG7k0AtRtjtacEQNtQYBMQFA09Uxgp1Pi2dk1K706CsZLTr+bzqKENH9tm9WsV1g1v7JTrGuWzEDR0PBc0H5MgTqb4UhAfqEqrmONV9AJIYuBCjohpLlB0IDsQ8VDRyvIaic6ZlDBQg8GAJwfxxydfFjSkQjaqQ/alf42ERzKZrd6wKljLAJiKAQbfSIAeBU7TKUmU9xzpUGWALkSPo5a3Px/9t48Tory3v5/P09V9Tb7DPsOIgjqsAwMDKIx0WuuWYxG45Ko0SRXJdFo0HijMXuiJnFJogbFNcZoVIzGuN24xAUZGBhAXBARkH2bYWCYrbtr+f3xVFVXdffg8r0RvL86r9e9r3unn6l+qrplTp06n3McJ/d+pm3jFNxTqD15Npk5c+Yw5/qrmXXGiT5JFigS7RH7nUXIv/c9cHB8FXpn0SFEgW0XZgWP6VPC2l1ddAQi+LKWw6BBAzGMGNL1DEopIdtD/xGjmfPAY/QdNIzDD58A4Nc/zzrjRNLtbb6fPmPaCHLErraunvO+9wO0LW/BgDHoyVLOOO9iAC75wY+prauntq6ecy+czeRJqgVQJW94XuY8ZbhhJpqVASOBjCm/b8uWDW5FdOEAnvf0IqbJot+ng0aMyF2vvTu4+Ke/5rijj+TIUTWUxDSylkPctWf0K40R11UihCYF2a4OANa9uaxInXlxBTkm1SCgp0L3Bi8WcF//oEopyNg21SWFRTnBGwsHh9L4vuendSkoiUcE+f3QvyxetLTl44aM+HGECJ84RP/NfkAIIehfFmNbiNwpdemJlTs498HlIQIDeVnJvU1wufCSEJx9rAunWOzb79sbqQ2uUbbowvcriWls2J2L+eqtcEO9T27/xZYEEyPS+yCHnkIezFfOH9STboRba8B+EbRYOI67xnZCpSitXZmQgqpO3iXk7p50KalK5REXX9VWZNKMlxUUfHgRbx7hbJoQ2TEAACAASURBVCliH/FUdNvJ3Szs7MjwSuMi7rwptydNCp/YBwnTUaNqMG2HF9e0+j/LWDaDBg5kzgOPMeuyH3LlNTcy67IfMmTgABJlVdTW1VNe05ea6irfW+ztvX3n1nAusS4LPt/DDx4JUuPXdz3E9M98FoBDxo8LrfHyhoPRdPmpCrV19Zx4yleU6htXbWaP3jOHd15rLhrh5j1diOtSHcsRgRg9GH3QSH/9b6+7ni+dfjZxXaM8YVAW18lYyi+eNDSGVChCLoRD08KFrHljKQA/Oe80Vi5bkvcp9Z5iYblPCfZFkGOaGkZN7YPYam7GbFUyVvBaUEF2HKh4H4Ic0yUlBwDxi/DBIMWB4YWOECHCB0f0L+yHQL/SODv2hgmQKqxIk7EcWjozIeUnmJW8ryIJHOEP4PVGRL0kBNgX+c35fXsbHAw3ABZ/v5gmfUUUevdFC5yAgtz74+es6SUY5Mhh4b7UUFzwJmPxa68z/+0F1DXMpLau3rWjOKEMZk8dTsU0Bmlxtca1S3ik7Z33NvGnH38lVO888JCJioz6CrLjF0gEYdn4yRqyrA8ir+DDSxfxsplbip2bq6Jblu3fLLy2aRevvJtFvLCIu266jjkPPOa2uSmSHFRiDx9YxuCKBE+9vYOZ/fr5XuaY2wgXjFV75cHlAfKrGuk8b7GJqn8eOngQq7fauTVFijsyBzXAZycqv2+RohAIEORMgCAX8c0eNHIEvLcGU1feRivdwxtLGplSPz20LhXTeNf1Wg8si/vNd3t6TNKWRf/ShO+7LYlpTJs6NWTrKYvr/vBjv9KYnw3tOIJXXn4JO5sB28LMpFmxeAEzj5jh3lj1bp8wdK+MpLjNyF8nJXtNk35lvau6UghSulbUOxxMDpCS91WQk4ZW9Psa4cCEGtCLGHKECJ8kRP/Cfgj0L4uzPaQgK6WyJxA7FkQwK3lfWbqeeqqiwoqTaClyxRUPLNvMDS+tKbImoFj3ltmap2o7RbzRwQplta54QYIT8CD35lPWAn5f32LRi70gP5Ltd/Oe448vve1bGoRbyJAJ7G1jWzf/XLVT5eG6xRG242AGKpvXb28NKahK/VXk3rNYZIp4tnP2CbWn2iOP8yuUPVLqeZC99I2urEVnJvwkwVPRg8OF7VnUEF3/g/09GZrMlVkEyI8QguMP6cuSjbtp6TIL6qGDSBq5SDWvtc7zFnt7Hz50CGmXrKvCDeEr7H5KRVpZiZYtW+qr7E89dF/If61JQVyXdLvVz9416zGtkGLfunm9+oWEaiKTjkXd9Jn+99BDypB+JfXAsgRxQyIkrios/fMDlW+MCDuHS+K6f6M55+RaLjxihE9+P/3pTyMdC8wMhmEwtWGm/3nsyz6xtGkRD97+B15rXvy+nuAe06ZsH6quJtVNQLJI0Hkwsk8X4n3J74jqFFXJQqtGhAMTUkZ/bCNE+KQhUpA/BPqXxmntzGBattvOpJRf7w/trq7CODGP1O7LieygRDpNFqZK5I6lSJbjOKzY0s6mPT18/9P5a8Ltfr1ZLHxVGyg2WecNlYHbttergzrQktdrk54Ad5gx4yc4FB9k60ibpN2cXNN2sA/5FNgW2WWP09w4n9q6ejKW4w88ViUNFqxvY8H6NkbVTGa0qxgCPtECkKXVIQVVqb9K+fX2lB9t5527StZwky6MEs69cHb+KldBzhH7ls5M6PG3p6J7iRklMc1PEqHviJAinat+Dv85PWpUDXcs2shbLd0M6F98IA6UTcHzZXvkFwgpza8v3QxAj2uNEFaWWWecRjabQdM0NE0HK4MNjDp0EmvefReAB+/6I4/e1Bq6QSiJqRKQoJe7aeFCrvhGTrGf9LXZUDENkqpZZlL9dCZOqacr70bCI78C6FcWQ6KSJ7osC09z9UpAhlYmwQE9LwvaQ58SZWOwHQfNLdyY0tDKazvTXHPXPKZMm87eHpOkofVqn2hsbOSUE44nk87wwJwb+cN9j3LkqM8WrFOfhbLRJPcxOKdLSVXSKNrs5lksdCkQUpIo2haUQxTv9smCFBIRfWYRInyiEN3Ufgj0L4vjEFBAPfXQLK4gB7OSbbt38uupmfuyYQSTELKWTWtXpkBtDirWe7qzNG/aU+Q4uSg4u5e4OG9YTHk/e5vv9/at1vVkrBzpK1ilLAwe6e5tkC3rqpqlcY2Uxy+lhtZnuE8gM2bOOuJ5TAE6gmTLEWzbmxua7BHxkILqkbusnRuayy8TAXwPcvr9/MWWXTR6zoMmwAzUaB86oIykIZlYLdEHjuaW+x/N7ckqTn4rEkot/NcLL7BsaTMA8SK1hMmYRnemuH3CQ8olX5532Ex3+wq7bVmc8JWvctIppwIwaNQY3l29GgAn3UM2k2bujdf6SrIq7rBC+17RtCCk2Ou2+mxESmUw102fieGmPoT25ZLLfqUxlYMsVbpGeUIn5g71BRVk21HKnIdiqmuQ/H6m9iA+PboP4yZOoTJp+Kp3b/aJF198kWwmg21bZLMZli16tXCRC8MdKtyX8hvTJYcPKi/6mkealZLs7NPvHOGTByGKD01HiBDhwEVEkD8E+pUqVWq7H+XlhKLJ8qOjQgNxgf9dAAe/bOLxN7fz5ra9BUukEGS8sglLeVDbC4YCcz7fx97YzuVPrCzINM4f0usdOfK7LwXZI/Y3vbqO7z/xVi+HUskZHofc2UvGcdqyMV1bwLemj+SEYYoM/ddPf+cTyOFVCd/WcclRo7jkKDW0FRzuEwK2tqv3iOuSls4M/2ir4tNfvSDg13VC3tliCjIohbzDJf6tncVuStSNS7BoJJ8ge7YPr275uDF9ee78Br5YdxAmGtUH1fprPUXby8D1rAovPP4QAPNfeYX//s63AOWPzUfKJazqWHbRKuKQd9h0KCtJ5bKNjRifP+V0vnLGmWpN1mLwyIPVeTgWtm2zaP5Lvu1F1UjbgTxlSW39jNDxjjr6aAAmHnUcAAeNPcS9ASgc0gOVXQxKJU3okn6lcUrjOlnL9uu5R9akcHDQAgzZu2ahzyhAfv9zbF8umdYfhHDfK+efL6bIHn300cRiMaSmYRgGUxqOKFjjQdcEhiY/si/YU5BjmhpMjPyq/7cgKG5TixAhwoGLyGLxIdDfbRjyfcjCe0zfu4LsuD7lfSqxIpdicc/ijWzZ08OhA8pCSzSp1GHbyb1fS2fGVxbBrWJ2yW9nxsR5nzXvl6yRU7X3PThoOw67urJsaOsuvk6oQTeP/O3uNlm2eQ9VSYMR1Sm1L6Ee+VuOIshnTxlC94SBPH7LAuyqwYFjCf/8h1cl/YzTYA24Q67BcGBZnPfaunn0jW1UpwxmzRjh774r4J3Nr9f2zi9j2T6xNW11U1LsenYFspmLeawhZ8GJ64pIHexaQla3dDKsSg2w5ZRY4Q/MZbMZ0GPwnQdx9ASmEyBTefAUXccb5OtlDUC3qyCXl5byswceo7lxvj8Q6eUkd2ds+gweCmvWUTe1nuaXn8Wxbd83nep3jDqOmdv36ElTmRM4Xmr4ofDaUoaNn8iyN7ejS2WdyDfl5Ahy0o8NLI3rVKcMbNth694eBpTFuevUCYwfUEZP1grd4UspSOoapu34nt4g+dWk8DrYFZF1CYtDcfLS0NDA40/9D395/BmmNsxk0pRpRT9XUHFwMU1+5OpnI2ixEL3EKkb4xEIIET0ViBDhE4aIIH8I9C91CfLe4haLYg1xXpnGvpRY4fphHZSFoFjNsnD9zI6Tq0Bu7cxwUE3OdxtqiAv4og+qIbTGz2beV7JGYACvtyVKjcaPL9vVleWOm26kfsYRoWQFB0XGgrm3sx55nbohFdzy5cP9fXVncwoyKCI3oCzO+rYuVjQ3+YQr4wwCFEH0vJo9IYKbu4moH1ZJSUxnc3t3KLoO3IKLfSjIXqlK2grbJ0IEGRU9F1TqWzoyrG3tZFTgsxEI/8bKI2+jqlNIAe+2dHLMwX1C+4gFqp9ty0I4abAtiKfQ4klsihPkkphG2rT961HUYhELx7PFdVGQhuHZMLpNy28k/OZ3LuH1hS9jZjNITWPblk1YZXvpipf6Nz+eNSR4vC0u2fa+1wlN869BT9ZCk0p99fY1uCKB4xLb4e416jEtNuxW71Hr2hTUmvC5VaUMWjszrFy+RPnW64/gsMlT1WclhO+7132yjD/gWQwNDQ1YA8eS0OS+h/Q0SWlc+8jKrz+kZ2X5621/oOwrn2fGjBkf6VgRDjyoFIv9vYsIESJ8GEQWiw+B0rhOSUwLDJk5IUW3sJ1L/Q22HdUed+ZflrFqR0fRY5u2TdaysRynqAKpuV7XsIJc5P3cgTiPaOW3yPn7tp19Jmt4qrbt0JuA7PtvHRz2tO/FAW6be2uoSMN7vwULFrB9+3b/C2fajh/pBYoMeT7ToC1gRFWStza1hIouNm7cAMDbry3h8fvuBPIIspNLpdjz+itcOibD+H5lIYV75bLF3Pq76+js6vJ//4m3tjN/3a7Q+XVkcqkRxa6nlGA64aHAR17fyql/Xsq6QKmME/hdj7QmDI1+CcGzTa/518tTkGNaLp5N0zRisTgJDcbXTeMH1/7eXVPEg+yqsF7JiqEXrtm85m11DVauJGOqzOX8pwnesFnQhjJgbC033PsIJ55+NiB49IF7eWtJI7vaO3IWCykKvDse8V3Tqq5Hv3LDvwZ7ekz/2gX9xQ6K/GpS2Q0SulZwn2bjoInwP2EDyxMsW9Lkf1++e+aJvLVsMaCO5bjDpLqUIHLGp96EX+93QHnJe4MmBeWJj643eDcWu7Zv5d4//Jpjjz2WxsbGj3y8CAcWhIgGKyNE+KQhIsgfEv1L474HWQgRmuDPt1goOFiOw/pdnbR2ZVlZhCB73mHPR1tMQfbUYS8DF3ItckEIQShZI79FzoPltoNt2tPVS7ScIse9VWR7+zYtta6jU5FdJ1UVKtIAWLlsCd/4ygm07tqFvUdVdcd1SWtX1r+p0KRgcEXSHSzL/SEZUZ1ic4dJJjD0tWHDRgRw4ddO4t5brgdgzdq1/u8YmuS9VSsB+J9H/8p/feXzZHasY+PuHpUC0tzEFd84hdtvuIZt27YBSrm9a/FG7l2yyT+OF8+WDSjIOzszITuHFEpB3utaLFKG5ucmvx34rAXQ7Vo1YgF/8Y6mp3kvm+KCr5/BiuamUCOdF8924uln84VTTidpaAwdcyjDD1aFHcX8xZ7yu9slnfE85reiuYlf//dFANx8w2/Zs7eDmC5Z09oZIsleG51nw4hpAk1Kxk6YwoDBQ7AsE9uycNKdtHf1BIpCNN9znduTIr7b9qYpj+uUxAwMTWLZNnFD+t8/rzp5SEUCx3GQAfIb1wvTIRxHNU4HUZk0eD0wJJjNZv3hOk0qMuzgpl+4W7Tz3isIKYR6wuM4RT3fHhK69JMzPgo8D7JjZrFti0wmw4svvviRjxfhwILyIO/vXUSIEOHDICLIHxIDyuJ+rbQm1MCZR6DaipJRgR0skuiF/GYsm+6s6R/HtOy8Ncpa4QTU0WLHchwRyvctZvvw7BPv7uzgvx5+nSVF0i6UfUSR6FU7O2jbR0Oc4zgYSWUnkOV9QrFlACsWLyCbyYDUYedapojNfP/ogwBY09oZOmZ+8sKI6hQmGkblAH/oq++goWgosuyk1e+ve2+9/zuVSYPVK99Q/082jWWaLH16Hl1Zi9aurLIuZBQRQTP89+3KWCEbhhBKWbYCntbf/GsNp923NHQN0qZFj6k+u2FVSeK6RJOCta0BBdlxyNjh/OLmxvk4b74AepzsiKk0N873P9tn//6wryo/8chfefSBe9m9fTPbW3bts5TDU2G9Gw8pBNv25oYimxvnY3arIVBLGuzt7CKuSd/mkzt34fuZVVyc9OP3gsq2MLM4ejykIOsyfCxDE756NsgdwItpAl1KhpQn/GfPhw4o4/ABZXRtXMmDt/+BpYsX+seI67LoVKmexzoMTfKpoz+FYRhIqXKxq6pr3GvhkXHH9fp6leO9q8NKQVY3sKX7iHCrSBoMqkj2+vr7wbN4CMdCahqxWIyj3eHGCJ98CCGiIb0IET5hiAjyh8Tw6iTr27qxHRU3tqsr69ct7+7OFjyqFkJZLDxVsZjlwVMqe6zcI9985df7Yx5UNIvaJ9z3ywQ8yMXWWLbj1/puDJBCLzVh5fIlSkF2HH709CruCSirwXPzFGR0pZ4d8cXTQ1FqALVTZ2DEDNANpJXl2zNHMWNEFZB77O4hY4YHy0ZWK9Jxwa9v92Payvv0I65rGEYMiQO2TZ/Bw0PHGTXOTYaw1Pk7bZv9c61rmIkRM5Ca5hPktKkIcktnxh/K06Sgx/VOVyYM4rqkM2OxeU8Pc276PSuam1TWteXgicrfO2okt51Sy/DKZIggE2g59BTyuoaZGLvWQ+tGnPGfoaKqmndWKfvDY/fdyawzTvSLO5Ra28XOtj0Fft8gPDtDTpkP208qqqqRWUWYZaIEPZHE0AS6JotWP6vhSjtURx0sHvnPz32etC38vG9DCnegNEy2S4IJFY6DlIJ+pTGGViURKI++uWklY167l4u/+iXu/f2v+coJn/NtBoYmKE8aoRIWb5AvH5/99FGc/4NfIKXEtm2u++kVNDY2onnuD0eRFd2t9i7mZfYgBSDUdzxRRMX+34JH9EeMHMU3Lv4Bzz//PA0NDf+294vw8UJZLKI/txEifJIQ/Rf7IXFQTQk9ps2W9h4MTeDYuVINy8mlJ3hw3Pi2nn1l6UpFsoKP7osmIbiKpmexKDrMhyK/3mBZMRsGeKQ9F18GuZrhOddfzRXfOIWFjY04jkrE2NreU3AMj9gHbR+jJocH9ADGT5rKNXfNI1lexRFHHU1tXT19S2KUxfUwiUQpuUHid+iAMuKaZEesH+deONsvC0nEDOY88BizLr2SuCGp6DsgdJyhB41Re3RspJQYna0ArG/rpraunt/e8whfu/By4iVq4KvHzEW1eSqyNzhoub7oow+qYVylIjJ33f8Qs844kTeXLg7dkIyoSmFvXolo28TKLbsCO3LYuFYVbrz3jorDq62r57KfXI1cPR8GjeO6a37BokZlB3CyacxsBhwCam2aeGmlr9Y6jlPQ2ufZGTxfry6l/2h3RXMT1//sSqyMuuYzP3sCaCpz2Aikm3hIuiUgXiMfTi5CrbaunnMvnM3wYUNUiof79CNm5JTm/GMBDCpP4OW5TBhUQSqmUxrXWbpYfff+dv89ZDNplT0csBkIIRjXr5SOQFqI4xQqyOqcBe172tymSJW48eKLL+LP5QnPhyz84dl8L7OHnPLnFLW0/G/BSzgoLy/jzFmXROT4/xgE0R/bCBE+aYj+m/2QGOnGkq1r7aIkpjOgPB6KCCu0WSj/Yj4ZDcLzsQazfFuKtM3hCHZ1ZXzyUYz8eoQ8sy+V2V3TnedTDqYmZLNZ5r/8kjsYWHwg0CtCCZaA7ChSAiKAsROmoMeTDBjQ3//dUTWp4haLwGBZQteYPKSCxvVtoTVxXfokrSRuhG4uAN55ZxUA5866iFmX/ZBbbr0VTcBTz7/MiuYmpk6bzjcvnI3pKpDBAUtvmE8NiClrS0wT/Or4Q5i89zV1CSsHYmYzLF30qrpBcM9/9RvLmHXGiaxp/Cc7uiyWNC0CYOvbr3HPLTcC8KvvX+jbJ/a07cLpUOQ9K3Q2bVJKt3RsP5PYU2sn1NYi4in/+6aIafi88y0WnjXCsh3/8yWbActkb3daXW8p0DXh1zR7SBka21taeXvlWzhmpugofok/FKiupFeTnH8sX0EujyuCKoSfClEe11m84BVVce3+nhACI89mUJWK0a807t8UOISLQjxoUqinFoaXYayOo0upkmQc9d6GJrHcJJpe+DEAhpQ4TvEikv8teI2ALVs28tbyJf+294mwf5AwNEr/H4Y4I0SI8PEjIsgfEqNcghy0BmQsm5qUelRfbFDPDtQVtxYhml6NdDBqrDcFeeuenJK7oyPDbY3rWd/WFVpk2b3XX6slwq1Qdkm7S7SD3lLDMGiYeZS/75ai5R4qdSFrOX4U2M6ONEs27qYjoKRrUpEvRTRzX7mDalKsaQkPCWZMm87du7j75ht8EtkwvIr1bd2+iu15YkGpombXXrZs3+EfY0VzE3P/cAMAf7r5euoaZqIJgb1rM0tXv8esM05k5fIlJAzNtwIEr5OnIOtSMKIqFXq/oxumgGUiaoaiGzGmNMzEdBsAAX9AjJ3rQUpeWKT8ys2N87FcMp7t7uDJeX/1r7nmNs05WpzNmxVBrm+Y4VtVvBuBAX1rfMsDBKLBAvAsFgubvOQGRfDyvcNke6gaONRX7A0p/fg/D3ZPJytef53Vq1ezY9N7rHTTIIJIBiwdMU1lCyfd67plT4/vpfeI+6CKBDjhgaWKhMH4KQ25714sxvGnnsWjTzxToKSWxHKfmeM4RR9bSyEYN2kKcx54jHMu/gF3z3uchoYGhGtj9n7FU5C9/7s36JpSkT9qxvEHgdeOuHndar531kk0NjbS2NjINddcE6VZ/B9A0tCoShrvvzBChAgHDCKC/CFRltDpVxpjbSDCK23afolI04bd7A1Efgk3DSJoschPjdAE7pBe721sHrx0gsqkTmfG4vZFG3jirRw5LPAgF/FFA+6ewqQ96C295q55TK6f5icvtBRtkXPJeNbyFdQ3t+/lgkdeZ96Krf66uC6JazL3qN7FYQPKaE+bobSHrp40C//1Tz/SbUVzE9WdGwF4+OVlgLpWVqaHa66YzfmnnUB7yw4WNS7wCbUio+p9rHQnzY3z1UBcy3roO8pP2QimU7R15653fl5ycHBw0pRpDCw1GDH10z6BzdqOn/YxtcFVLncrolsxeiKgiLAw1HcEM8PjD9/PiuYmauvqufB7l7kXKgWaUpkWv/RcwWeWiml0mbnCFUNK8jP41r/9OgCvv/0OAFvWvoOhq0KX4OdbVV5KqrIPGcvB0CS6VLFpQfTsbcPRYyA1HDPDiqYF9NZ+t6U9TZmrkCUNTZF4kfPep2Lq+g2uUEN5wdKckrjOuIlT/L3d9uA/+O5Pf0v99OkF10DXlG8YlMpcjNYqu4JKAfnq+RczZZo6jlLSc3YGXZN+g2UxL3PweCX/DxnHHwQLX3VTX6ws2WyWe++9l2OOOYarrrqKo446irlz5/7b3jtChAgRIhQiIsgfASOrU6wLKcgOw6tSJHTJ7Ys28PNn3/FfUznIuQG8tGnTmQk/Fvfa2IKFFMu3tHPFkytDSizkrBrDKpWSrYnwkJ1XoeyViVi2Q3tP2KcKjlKQs2EFGXLe0vGTppI1bX9PGcsp8FdLAVnHYU9P1ictHiFatTNHepOGRmXSwHbC2b1HjapBE/DCu63+z3qyJna2x490e3LeX/n5N78M3Xu577GnWNHcROuuNjatecf3q2L2YGsG8xcsZNvetFJlY2q4TxeCuoaZ1DXMRN+2Cir6o1UPVoUjgevtKcgC2NhWhCAHHq8fMqgap3KQ77XOWo7f3jZxyjTmPPAY551zNrqA9mQ//7oeNsVVQ60stmX6UXjjx41X1zNR4g8N2qY696CSnjI0erJ2rm1PV97YIFY2u8kPCdXEuHblCl9BDn6+FSVJOjImlu3w1tKF7mP9MAHsV1ONiKXAiCMsk9r6GeCI0I2SR5DXtHYyuCKBQNk6OjMW1SnD//6kDB0BDCxLAE7IqZE0lPLs7a22rl5FuFGIYGazg1OUtEqRc4LYjuMTYonau2ftMFxFuTcvs4eYrhr9/p046kg39cW2MAw18JpOp7FtG9M0ufDCCyMlOUKECBE+RkQE+SNgVE2Kdbu6/D/UGdOmT0mMp781jYbhVaGCCK+OuStALvPVYU+J3RWwXzRv2sOzq1tYtjkQwebgE53PHdKXO0+dwPThVWxo686lTyxbQnugIQ6Ke5Vtxwm07RXzRRd6XPNtH16yxu5udW7Vrs3Ea4cLIlehnPvKVSYN6oZW8vzqFp90OVJHc2w/0g2BGlZLd+BoMZob59O2ew+OGVC0s2mEkWRlTR2XP/EWtXX1nHLueQDcMPce36bw44vVz876xa3U1tWzfGkurs27aRnhppSEbR9h5Xt4VZJNAfvAsMqEqjTG4e6blbXjWxd9jxkjq3nx3Rb/ezL28Enq+rj+Yi8Kz7NFnPT185ExFYOm4fD4w/eHlPSkodETyMs23Hi24F6neaprn2EATJlwODFNhspOvPfcvEMNETa//DyXnv3lAgvFwH59qew/mIFDR3LI+PGMmziVuBFOu/D23mPafsGHoSl/b3Uq5tP36pTBoIqEe6MhQhaLpKEhRV71uXCKxmLpEgJvXzRbNljuoSLccjXOFjkyrEvp54HvK2BAk9L3UP+7cESD+txGjxnLLfc/ytlnn40MbMqyrCgXOUKECBE+RkQE+SNgeGWSHtP2bQdeXW9ZQmd0nxRb2nv8P/YCVcfcEUgbKD5cB5vblXIZLBxYsGIV11wxm2uunM1by5f4pKw0rjNhUDnDq1K8t6uTC844yU+faFywgKxl+563uQs38K93W/xjepm3aZdodWdtP9rMg+eLDkaE9Wb7aOtRP582rIragWV8+fCBrG/rDnmqPSUxrkufzK9obuIzo/uwYXc3a1qVF9l04PgTTvIj3T5/8ulKUcv2IOIp6hpmkiirQNim71ft368vw8ceStoo85XgmgFDAZhUN9Xfw38eOY2KhM4OvUaVhVx0XsG5TBhUQXvaZHPA652fzTy8KoVpO2x2PdG6Jtm6bSs9He0hQvuZ0X3Y3pHhrW0qd7hm4BAAzv/upaEoPK8go7bhU3zh9K8DcMLJX/HLODxLiLfOq7U2hBquCyZGTJ46DV0AJdXEJUybOlV5bfOU5qShsbFdfW5ORyvZbJYVixeE1qRiGqbQqeg3kOrKSqRUv2cGiGwyQBy9CLeYLimP6/Rzq9kBZs0Yzh9OPNT9/8LKV97O7QAAIABJREFUrxCCqqQRGlLFKV7N6w/aqd8sqjLLgIVDteS5CrIEx3Z8Um3owlWQi3uZPcQ14dtH/l3wSPvBh4xn0pRpNDQ0cMstt/h5zvF4PMpFjhAhQoSPERFB/ggocR+3dmVURq5DrrRhcHmCjOX46RGaVG1770c0HfAJ5REjqhhfKUhY3cx76jke+cvdPHLf3fzgnJPZ+K6KCPOU2GFVSTI2ZOOlfvpE46uvYNoOA8sVQXl+dQv3Ld3sv5dXOtKe7p20ewpyT+b9fNGCzrTa96TB5dx12kSmDK3AduD3c+YGKpQVqdmxeUOoNrp0jyr4eLel06+2Hjp0CHUNM30LwpwHHmNA3z4MG3uYKrqwYcLESb5f9bDDDkPGkrSns74FJVemkaNQUggmDa5g6aY9yoNcpGb7qFHVAKHylPxkjYP7qlKUt7bnbCTbtm0HMxMitEeNqkaXguddC0natNEEfPOi2aEoPI9kdmcsqvsNRJeCL7g3Bp6SXtcwM5RQoUmB5iZU5KvD3vdzeHUJCEFcV57cIJKGRjfqBkrs2YphxKidOiO0JuUWhWzfm6ZPSQzNTagIDvOVxPIIMmqYrTplUJk0/HKP6lSM4VXKFoRTSGxrUjF/aFRtShSlvzLoOw7YJcJrgp0iuTWaVPYMjwzr0lPDixNtD+UJ3beS/LsQVLmFu9/zzjuPl156iV/+8pdRLnKECBEifMyICPIHQL7PMen6UXtM2ye1nkfVawrzFEghVI5wkMQ89NpWrnr67dAxLdv2VaTpyV2sufpUejatwqke7K8xsxneXLECyEVODa9yvbZ9hvvpE+MmN5C1HA7uU8IlR45kypAKNgV8ylIIerLhocAgQV7R3MQDt/2eJU0LaU/nbB87i0S4Qc7L7N0krFvwT3WeTz/vq6ne0ODmtav9KDkzm+Hd5eqx/nP//B+WNqv/u3XrphCJBqipLGf9xk3Muf5qNm7ahC7x/aoJXdJjWrT3mCGCbGii4LOrHVjO5vYexk45Aj3hErZ0zhIzvn8ZNSmDJRt3+z/LT8149cG5lOqEoucq+vQH21SPxYWgoqqa8oTB5MEVNG1Q67J5Gc8ePJLZmbVIu2p1cKDOU5u9dS2dGRK6GiszNIlp22ze0+0/XfDI3NCqJOCQKELukkZuH2edfhq3PfgY4yZOLVhj2Q5t3VmGVCaRUqif9aIgD6lQ75c0NGoHVaBJlWgRHIYEQFBgnyhP6IR5vlPUPqGyjL0XehnSkwKEZ7HINZh5jm3vzA0pcADRi53DP6/KFBX/5gQCKZXtRJMy9I9yQ0MDV1xxRUSOI0SIEOFjRkSQPwBiLgnx4BGO7qzlK5VxT0H2CLL7+F2iaqSzlk1JTMPQBK9taeeZVTtDaRcDyxO+t3LlsiUqKqx1A1QP9dfoRozRh04AchFfwyoVQT599s+44NIrue5PjzBmwmQypsoKPrNuCNOHV9HalfXzY4WAjkw27FN2/c9eWcidN17Lead9iSWvvRFYk8mLlFPwEiwMTbCiuYnbfz4bzDRUDyObSYcqlEcffHBIGa2pVEUdL734Ly751tkAbF2/NkSimxvn072nFUePq0Y5qdHemkvuSOiS7qzNnh6TjOVgWnaBLcJDZVKpqyPGTeDyXym/cE15yn+9JKZRN6SSJZv2+D5W71jetbnthqvpWvkq89/dge04rGhuYmdLC5VlpX572/U/u5IVzU3UlMT8cou0m9+cD4/sdmUsspZDTBe0dGYYO2GKfxMAOTK6prWLQeUJHMehNKa7g5HCf0rhRa8Nq0ziOMIv+ehIm75K65HompTB1y+4kPp6LwatcAAPYEhFAk2oXOqggpzKt1gIXKIn3OtthKw2Ck6BfSJVUOMsilostCBr7oXYeuUequ0yR6elEKGBPK9G2kEUjcz7uGFokrgui94YRIgQIUKEjxcRQf4AiOnhwaRkkCDnKcgDy9Qkf1BBtmxlMYjrkv6lcf+x/3tthS1yAJOnTMUwYoi2zRBLMv0Lp3Hymedy24OPM3T0WCBHyPuWxkjoErNcNc1Nm95Av9J4iCDau1RN9M9/+Sv+9pd7+Ottv6e5aZEfFwZKQTYtO1cWYity+rqrWAM8vHQ9J/+pmadeXhjYtfATM+KaVHFqlgktG2DAaKSUocSI0QcfHFJGu3Yr+4Gjx30v7ahRBxXYCwb07QOxpMrw1WMM6N/P30HC0NibNn0i1p21/RuEfHiErtu0GDr6EPVDV0GWQpHVKUMraOnMsN5Ns8hYylcbLFJx1jXTnoXb7n2A877yedasWcPulu1Ytu23t3m+YW/QMetGquVDCKEi3NwbrpgmC2L/IEcid3ZmMFs3sfK1JSQNyd60SWXS8K+fryBXJhBCfe8cVDa2l4rirRlelXSrlhWRDn3PY3kEWQoSugwNySVcJTquS2pSBoKwal9RjCAXsVjkD+oJCp/cqM9IIPDWFCfRoCLwbJf8eoRTCK9cJEeQldJc/HP5uHHN5w7h8+P6RZXEESJEiHAAIPqX+AMgnk8cXFLQnc3FoHmENaZL+pXG2OISZE0K0qaNaSvic90Xx3PTSYcBhNIuIEeQJ06uY84Dj3HicUcDcMb3r+aKq29QNctmOA1CCsGwyqRP5qRQCQJeNNmK5ibm/vhiAJ5/tYmrr/ged9x4DRefeRI7tm+jRAcch+ufX8WX7ljA5OlH+A1kumEw8KBx7ua6MaV6zPyz39zoe4sFhPZU1zCTWCwO65fBoHF8+6c3+PXQgG8f8DzGVdXV/gCenlDe3pGjRhXYCwYP6E9pdT8uuPRKSiqq6d+/f+jzCA6qKaJZnPRsW6/qnleseJ13VimbS+umteozlIqUHTZARaR5SRwZ02ZPy3a2bd6EpunKyrJFecHvevwFTNNU8WxmBk3KAt+wNwCpyG9xRpdy12VMZcPIH77z1nhY1/wKV5x7Cm8sXUxcl1SlDP8ph7duWGUSB4EuBWVxnWFVSd+esLd1OwClVocbfaZuDswiCrIABlXEkS6Rd0RujRSClKEx2E2wyCesZXG9SA53ofIr3O+tlyftOPtIqAgM4PXmHtY1lWQRJNpSCLdWOrd3t3v6gFCQZ46spjoVixTkCBEiRDgAEHVffgDEdUFXrwqyS/wCauXgioRvsRACekwLy1FrRvcp8TNz39sVztv12ug8Ejls/CQevW0ha3d1ccRINTzmEc2gOnpw3xJefW+XKjxw0ydU5rBSPc1Wd0CvciAAjm2TSad5d9VKOo2+IDWskiq2dzvszaqhuKYFrzC+roElLa7617YFaoaBAKtyEE/O+yvNjfM5aOI0sgPG+NfA884+t2AJ91sa8tBPq32buaE5z6qQzWYwjBip7/yFkVNmcPp/fYUfLc36NdL5g2xZR3LuRbO58+ZX/RsSUI/9g/jLPXeyo3oCcS0e+vmK5iZu+eVVcNJP+c3Pf8yUT/0HVE6HHjVsp1nKY13mDWFmLT+l5NnHHsF59T40TePEM85m7KG1XL1+N065q2RrBsIyufwXv2VP2y7qGmZSW1fPooXrSVs2d950AzuqpmHk7ck/v5giyJbjEHfj2/L4cdiGsHsr2WyWJY3zOfZrh9GnJOY/tfC+n0Nc+40QgslDKnAcWOdGAj790J+h4au8+sifeHMojD7u0yQMjZaONAI1jOcdp39ZnLimoQlFtMtiOj1Zy7caJQ2pIt4clTtdsOcCwldc+Y0FSkAQxcmvFMHDFfcpgxvp5kW45SnInkKr7BrKmfzvbMn7oFDDhfv2Q0eIECFChI8H+/+vwicAMV0LqWAecegJFGkE/8AOKk/4CrLEVZAD6qEuBUMrk6zrxWKxcvli7r75Bja8tYzBFQma8xIVIFwzXDekgt3dJmvd8pIcGVWKroEJnW0+QQb1h3jHjh1gZuCFubDwQQBeWvIatXX1nPOd2RwycSrr1qxWv/DKn2DeVbBrE9QM47G/3ssfr/sVP/jGKby3+p3QNaitq2f2Rd9mfP9Snnp7R2jfHmkPeox1x2TY2EMZechh7rkVsUbENNKWzbIli0ibFrt3bvNfS+RZKR647x4WL1qIlekJ/by5cT5mt4pcs6Tut+2JjFKKy5KKvHqf77+ef45lS5pU2UtGlZfYlsWAQUPY07YLMj3gFpKgG4w6aBRf/to5Id/wnh3q5uTWm3/H0sWLsPP25KHETYxQNgxF2vJ5kteSpw68DU3T+PTRRzO8KkVpLHevm4pJUoZGTcrwCWIqppMwNITj0Nw4Hzutztlp3cDypgVIoCKuk4zpfoxcUIm2HVVbLYRgVE2KvYHYwq9PGcoptQOVYpvHWBO6RHNzvkF974Qobp8wpAxYLArPH3I+YtxVvVosNOGXjQQVZAJV01Kgbkj0f29L3geFd1P0WvOiqGI6QoQIEfYzIoL8AaAHHutCjpD1BDzI8TwFeUdHhp6shSYVOcjm1SyPrE7xXhGLhS7g2189yU9wGFeSZfGG3QXxZUEFdcqQSgCfSPtkVFftZLc9+A9qDJs+Yydx9Gc/nyMDWgwsE1a/Cm8+D0DlqMPVS64fdOCIgwEQuzcjt79DFV1QMwzLspTXNpPhvdWr1PvlPaY+5uA+vLOzk/mNi3j6738DcjYMw4j5iQ8JTdCVsXPXsghB9kjrd849CwfB0/Pu920e+SkNjhbDFpJsV0fo53UNM9EddR1lopTD61WsWe2hKp+3urwUgDVvqAKR+a+8zIXnnKHWY4esE3UNMxFmWvmidZ1+g4czdOiw0PutaG5i0QvPBPakke7cW3Bu3vkFPcjgPf7P4e3mgPd7z3b+48TTOXLmDEb1KVExdO76k2sHcunRo9Tn7OQIopcqMWHaEWjpDnBs9D1bqZ06A12TjOpTQv3QSv+b7inWQysTODh+cUWfkjg4wiezX508mBkjqkMJER6EEFSlcj7koKKbD6/6GVT6RK8JFf6F6V1t9SLclCLr7sV9by9STRMC07JDSRz7E0IKVi5fzNlf/iI/+tGPOOaYYyKSHCFChAj7CRFB/gDQZPiPdbEUiyD5PaRfKQ6wckcHmlSKW36qwsjqJJv39PikEJTyKx0zpK6mtr1J2rJZtGG3vwbCKuugigQDy+I0b9rNiuYm/nzHrUCOaNbW1dMwYRxa9WDOvuC7xOIJpKYhY3EGDOjHyV87l5O++Dk0AU7FAMBtycOhZpAifeeefyF3zHuKMf0roLwfGCqtQ0rJiDHKp/zkQ/f5pBWga4caDrzsO+fx1D8eA2D9O29SW1fPpT+52k982LnpPdZv3Mjj8x50z62Q9KRc33dWV+9rZ3r8nOR8BVnGSxBGnAqX8Hqoravn2t//EYCvzvoe/YeOAGDatHBhx2sLXwXbwtFiuK4XTj/r3JAnuraunoNGjWDI6EO4/eEnSZRXhj5fz0ay7q3X1PWMpxBGnMryMtqKFMWUuBaLjBcF5zggVIX1pj3KijPNbVsDiKXbOfbEU30bgiElCEUIJw6q4EuHDnBXOqHvbllcZ+yEOub84r85XX+LW+fezrhJU3wlNqZLN7XF8b32Q71BvsCaAeVxOtPhIULHUd7ffFQnY/4NXrDZLh+GhFxYTHHyK0VwCPADKMgyl6esjidy1dOuXyNZZJhzf0AAry9uJJPNYFkWmUwmas+LECFChP2EA+MvwwGO/CYyXaqhnu5sIAc5QAy8Ia/Xtyq1UArhD815GFGVwnZgQyCfWCnIKqJKSoluxPhCQy0lMY1X1ra6a9Q+Hr5rjk9GVzQ3UdGxmcY1O7jgjJO4987bANi28T3/2EOrkmzvyDDqsMnMeeAxZl16JWMn1NG/Xz+uuOYGfnj19QytTLI+sB/Lxlf0vn7+t6mtq2fK2BEAiD7D0HSdy3/xWzZvVjaCv95xs597vKK5iT/9/loATKHhCEU+H/mTKg/Z06Y8045t46Q7eW/jJv7+t4cA2PBuOCMacgqyXqa82BKboYer3N58BfnYk87goPG1VFVUFBynrq4OgOpBQ/2bm3LXc+wpplNmzMwNDsZVBNyIESNC1gmAPpUVVPYfQm1dPVkzPIDn2Ui8hIxDpx7BqEMOo6qygp1uYkgQfoqF6bjHERhS0t6T9ZsPJ02ZhiEcSshw630PM27SFF8dlVKQ1LXQMKn6oESIaJYndTKmzaQp07jsolnU1tUjCK9R0WwWQyqSnF03hOPG9PWTLjwMqUjQbYYJso1T1DdcnsgN6hWzYXgwdInt/XcmijfphUpA9uHX1TwPclBBdo/px7y516YkfmAoyFLA+LrpxGIqwSUWi0XteREiRIiwnxAR5A8AXRa2eiV1jW4zoCAHyG9VKsaQigSvb2v3f5axnJB1wGtje2Nb7pH79h076Gpvw7JthJRc+pOrmTx1GlOGVLJ8izrWhg3rAbjz99cy64wT+dtf7mHWGSey6oVH6HY0MkYKR6j3efnpv/O3v9zD3TffQKp9C6BIu5cisXt3O5nAI/9hVUk2tAUIu2n7hMtTRz9Tr3KYP/21b3P7w08y+pDx/OOxR9QvZDN+7nFz43wsd/gNI6FSHoDXmhYw64wTqaiq9qPcMNNgJHwS/e4byws+A4+8XnDVNQCcdva3GH24Irv5CvK0Y/4TI1ES+kw8+Op/JjdgWZpHkGvr6qkqK+GQydP52U13qvMvcqxkIMLNV35deDYS4Q7+1TZ8Cj2RwtAEMU0LRexBLsWirTtDVcpACIeSmEZHxqI8oftlG6mYzsGD+vjENuidLYlrfuReDmEvb1ncCCVVqBVhldnLLtak4LtHjqRfaRwbBxlYVZWKoclwugt5JNq/Tobms91iNgwPhlQpFip9orDkBdSTDU3iZhz33oAXkzJwHPd33f8JepClUDcWBwIEMGbCFB587Cl+8YtfRO15ESJEiLAfERHkDwBVKBAmFUlD0pO1i3qCAQ4fWMbrW/fmyiZMO2QdGFWdon9ZnFfW7vJ/tn3HTrAyOLYNjqMGwYCqlMHuzm7uvvkG3npTFXc4mR7MbIYXnn6cbDaD4w6fafEUQlfDZqvfWM7VV3yPP173K266+KtIYPmWPf7j/63bt7NqRbOv+Lave5P1u7p8tW/l8sUsa1qIIKe6DalIkjQklYcq/+7cG6/1iS1W1s89rmuYiW6rQS4tVc7AEQepNdk0ZjbDnrZdfpTb4YceCrEkwogBUFFeVvAZeANjVYNHAjBsxAj/c/GyeL3L++6ataQtu6hVQ5eCuCbpCnx2XmpFSUCJLi9JUlbTn+efeQqAbevXFhyrxNDo9iPcnJAP3beRZNVQ3kP330d7RxcxTRLXhF+u4p9fTKMjrWqdVQmIoCyhI4Ui8N5eB5YajOunrCNOXopDiaEXttYFcoBBeeXzU9dE3pqyhB5qywMKFGRNCgaVx+kIDOuphIiCy6RsF07uOMVsGKCewljOvn3K6nhuxrFLkouukd6xcnF/UiqyHEyxiGmy6M3P/oB0v89Tp0+P2vMiRIgQYT/jwPjLcIBDCoEmRSjJImFoRYtCPBw2oJyWzgzb3XrmjGXTtaeNa66YzTVXzub1pYsZX5rl1bU7aF68CIDy6r4IywoNgwF07trJno5u5lx/NavefhvMjD/gNmZ8rRp4s1TywNe/+9+Mn+zaAEz13o5tY3W1U0Mny7e05x7/azp2NsOT8/7KrDNO5LVnH8V04MUFijD//PzTWbpkEY6Z4fWlqgZak4KZI6p57u1tXPDVk1g0/yWQunudbC7/xW99j+6PfvVrAM67/Cd86vgT1BrH8s+ttq6ecy+czSGHjCVZXu0T+z/d9FuWNAXLSHIWi93dpn+9DU2StRw/5s3aoxIzHrr/Pjo6u4lrku1704U3NzGpBiwtG03klOM1ry/NeaizPSxespjnnnkSgLnX/Srkr1bH6V1BBpSNJKMUeUvqdHZ3Y2i5fQeRMlRKh+XAwLI4UkJZTKc8YdCvJOYrztf9xxC+e6S6SShQkGOFyrRSkHNrUoZWoLqqHOTgEKpGfjabl5UchCqkyb2f7YRVZg+aEH71c282DFDE18FxM5B7Z8i6FCovWfROpA1dDfzpUvqfixrSC1RPC0FcFwdExBuoz1NlO0eIECFChP2NA+MvwycACSNcsZs0tF5j3gAOdX3Ib21Xym5ndw+LXnqWR/5yN4/cdzffPPl4Xrrt55hozLr8R/ztL/eQKKtg2PBhoWEwgLatG8CIY1s2jtTQhOMPuD1w1xwaPvUZjph5JADTj/08nzv1LACEq+B6fuYJg8p5Y9teJkxTZSDoMaRtgkCp0K0bAXip+Y0ciZY6mBl/IA5UOkV7FrJ9R+PYNsJQxHbOnx/my187x183aeJEAPoMHUmfgaoy+78u/F7o3EApsWlH4LhEO9vTReP8V0LX0yOxXgSZ7qp/Wdtmwyq3DruzDSwTSxp09aSJ6aplrhgZ7XJvbmK6ZKPreV726vO+hzrbsQdHU9cIwEp3ha6Bd5xuLyvZtNEk/kAduDYLFIHWkmVosQQxTRR42oPnB6p2XBOCZExjUHki9FrCvTGwncIYtKpUrLCUwwmrwzFdEje0kAc636qQNFQ1dfDGwkElQwRRntBDarTjECLaHkJkt5c1kBveC7bdFYN//r3YMLz3zJi27y/3fiYLzlU7IEpCIJjXfGDsJ0KECBH+/4yIIH9AJHTJru4sOzvTgCIRwaKQh+64JaQw9ilRxOrpp55iRXMT3ZksTibtv+7YNva6ZZBNYw+p5Tc/+j67du+moqysYBhs5PBhICQynlQqq5X1K42zmQwv/fMpFj7/NKDKLTwf6qeO+Q+uvOZGZl32Q+Y88BjHTjqYtGkTGzKOOQ88RmllDTOOPIrPn3y6UqFb1oKVxRw4LuehNeJgm76aDTBjRDUxCWLMTDRNQ8ZUssTkKbk9q2ukiF1XxvKHGc+64LscNnlqeF1Mw0Yik+qmwhAOE9wItvxj7e72CLIkpguylsOq5UrdprtdDde5dg1DCgxdFtgZEnmRau++sUx9Jj2dZNI9PDnvr/SpqkTEkr53WhOEroG3p4ylKpwdVElGsP2utq6eG2+9C4CTz52FLXVFMovwn2DU2IDyBFIK+pTEGN2nhLiu5Se+FU2DKEvoVCUNOgO2B4oottVJg55AeoqTlxiha5I+JTE6M7khPNsp/MciYWiUxrVQlXQxrimlcPOLHZdoF66BXHGH4zj7/IdJl2p4dF88UhOQNm3fPgPKBq1Icm5d/7I48QPEg+wl+0X0OEKECBH2PyKC/D5obGzkpptuYtXyJbz92hJu+unlXHPlbLJde+nOWmzYuAGA22+82lcfAda+qQbNXvzXC8w640RsoSEdM3xwKwuduyBZjm3b7N7dTlwv/PM4auQIAI4/9WwczcDq6VbKrae4OQ6W60F+e9Uqbr5OpUe8+uxTjD5kvE+4D+6jBgM37O6htq4eI1lK/379/Pa7WRdfxiHVMdZlEv7PxtbWUVNVGSLsqZhG/fBqBkw/ngsuvZLjTjqNmFao5nmxaaoAw0aX0NKVpSMdvg6ev/g/Tz8HgJ/dfDfjJk3JW6O+qr7FQhN+HFndVHdv6U7I9lA7/UhsoSm1VBNFFeTujKqjjmmSMYfWur/fheM4PPrXe8l2tTNgxMHMOPZzAFz6418y6rDJRfe9u0ftydBkgTVgiru3yv6D/Szs3AP/wmslBfQrMdCEN5CmWu3yjcO9qayjakpCxLaYDaE6ZdATSqAojEsbVpWkKxu+sdCLWBEGlsd9Qm7nWTWCMDSJ5fRuwwB3n06h3zkfulSfe35rX+hYLikvT+QryGGFdlhVap/v9XFCugw5EpAjRIgQYf8jqpreBxobGznmmGPIZDJo2g3YjoOZVQqm+NJABh7ewMq1b0PiIBwzS8a2mHvjtXzm+BN47pknoO5iHC1GJt0DNnzuhJPoNLbyyvPPuHFXEiur2tiElKAbRVvkPHWxasAQnF27wVIe5HG1E3nnrTexLRPNscgA77yzGsslIJ4twCO3JW7bWrB0xPNOe75hu2kDcxasZ37jIlY3v0p5n2l0mYX1yNUpg3ekwbkXzub6F9dg7NhesMbQJLoUdGXchjip7AVmXtKCd36xir6wcRuHT55SUJLhrWl1M4QNt6HNwaFuylRY+Cq148exM9GXfkNqeGttK4aUxDQNM38gztDociP6Yppk8qRJTHh5Lq+9q0oZbMvi7aULqZx0LCed9U0WPLGS4WPG0W1afuIFBGwfrqptaCpj16v8BkX0Err0FWtDE8R0jbSZLdgTQP/SOFJK142qENNlgQfecZyiam1ZQg8TLKfwkX1pXC9QpPOJfVXKQAr8c3F6abYrjxu5CDd6J7aG6xv2somLQXOH6Jwi+wkdy41Y7F8W63WNJty67IA9xUuwOED4cAG8U46qpiNEiBBh/2O/KsjPPPMMY8eOZfTo0Vx77bX7cytF8eKLL5LJ5EL7PXIM4KS7aNm1m3dWvQ1Wbhhu4cv/4uorvkfTS88rhTiWxEHgCEl7606uu+M+bp/3FLMu+yG3P/wkQwYOQMSSWJbF1m3baNmysWAfHhEbXVuH1ONgmRixOJf+5Bpue/BxLrj0Sn77x9sBGDDiYDS3/ljPswV4xQ9BgpyfvlE/VLXyXfbzXzPn+qtZsmhh0XpkL5bMO05vg04lsbCdQboRXflrQNknpJsyoLvqsAc13CZY06oqkgeUxnPEWhP0L4vzhc8cQWWZUlCVWqsUQydPsUwaGj2uqh3TBZom+eZn69ECCr+T6aYrY4Zzrp3847iqdo9HkNUezXzF2k2oMG3HjXnLqd/BNaD8xw6On7TgoSxhhEplelNZNeGFmbkooiCXxPSCG5D8IxmapF9Z3P+MlZe5mL84d30dh17VYV3L1UgXeUji710N6fWuRIM6756sRXWyd4IshSBhaKHvt5QCuQ/f8v5GbnhwP28kQoQIESLsPwXZsiy+853v8OyzzzIjkkLjAAAgAElEQVRkyBCmTp3KCSecwPjx4/fXlgpw9NFHo2kalmUVvriumcyIOsUKHvlp8QNk0+p1x4GHruSVPdv52qM3UFJWxilnfkMptk/9Ceflu9Waf97EO5kevvaPazl/9g846j+O5701q5k7+yJo6eT+f5WQbOskY1pc+IMfU1tXz6o3X6fx5RdY8NILsHkPL5YnqMmm2b5lJdfePBfHcTjv1C+o/TjA5j08+EycKdfdQNZy2PFmE+f94SJ/y44DbN6NOfhQsCzY/i7blzzCec9Wh05t9JlX0Z21+J/HH+HFP/yRjrTJec/n4tl+c+ufqKyuwXnzeZ6f9wJCCDq7s/z3c2rNnPseJpFM8fC9dzBv3jxo6WShoSEsm8tfLuOm+/+Oadk8cPsfeeX5/wHA3tJOt+2gxeKUf+tJEobk/j/eyJuL5zMYeOZ/YOPOTjYmyuCz3yeuS+68/pe8sWxJaBBrm1OK/NylpC2b3U/N4YePbUVKweChw9mwbg0Amp3FFDp/u+EqeGMl171YSswlwGPHH86lP71Gqb5PXc91z3XDri4e+meSZ5MGh9dN5XtXqu/E988/m46V6/mXoUF3lmeeiRM//rN8/aLLMC2b2eecRk9PjyKiOzpYn4px/84T+PoF3/W/g6BuanqyNthZjj/pVL741XPJ9HQXFEk4wJTjvsxXzzqbttYWLj/v61ybMkJrZs2aRc2kz7Bl00Z+OnsWWcuhMqn7BO3SSy/li1/8ItveW8MVsy9Ck4Kspfy8hia56qqrOPbYY1m+fDkXfvdi2ntM/8YgYUhu/O2vmTFjBgsWLODKK68EoCNtqupn4Ee/+jWHD5rJc889xy9/+Ut/X7bjsLs7yw+uvoGDx4zlH//4B9dff33Bf1a/+P1tmHYpzz/5KN+4+46C1+fNm0eqvJJ//f1BfvXUvBBlb93bxbPPPgvJCv74xz/y0EMPFfy+11533XXX8cQTT4ReSyaTPP208vt7WcVB1NTU8MgjKhf8iiuuKKiKHjJkCPfddx8Al1xyCcuX5zK/e7IWpQOGc9yflW/9vPPO45133gn9/sSJE/nd734HwJlnnsmmTZtCrzc0NHDNNSor/OSTT6a1tTX0+jHHHMOPfvQjAI4//ni6u7tDr3/hC1/gsssuAwh9tzKZDLFYjFNPPZVvf/vbdHV18bnPfY58nHPOOZxzzjm0tLRwyimnFLw+a9YsTjvtNDZu3MhZZ51V8Lr33Vu1ahXnn39+wevB794ll1xS8PrVV19d8N0L4ne/+x0TJ04s+O55uO222xg7tvfv3p///GeGDh3Kgw8+yJw5cwpenzdvHn369OGee+7hnnvuCb2WyWR47rnnSKVSB9x3D2DMmDHMnTsXOLC+ex6OO+44rrzyyui79xG+ewBPPfUUqVSKe+65h3/+858Frx8o370DCftNQW5qamL06NGMGjWKWCzG6aefzt///vf9tZ2iaGho4Bvf+EboZ0bMVa2srCrA0GMUyHEeXPuELwk5Nnvb94SW1FRWgPA+BlF0jTeMZTsgNZ1YLMaogw8JrfHewnYcjLiyREyYFPbMeu1ktoM/uJZv6fCaxkSiVJV4aAa6VjjElDQ0LAdM21ElEr2oXnE9l1mbWxO+Xh537c5afpawrkkylq1yht3lHoFL6BpC4Me7BSEFvid2UEWiqBqnCUF31iJr2n7dMA706T+AsYfWMr52Eiee/BUsB3/gsdj5eQq2pwR7TW2OnX9+wvf86lIiBJS6JSC5fas3iOnCHWQLv2HMjUDz0UtlswA/Um1fA1+GFBR0iuRB04Kf1L5kzcCqXuRPzzqhjtTLmqASvY+3M6TwK7F7g+fdzj+M2Mf773cE4uciRIgQIcL+hXDyQ2I/JsybN49nnnmGO+5QCtCf//xnFi1axM033xxaN3fuXP/OYtu2bTQ1NRUc69+JJUuWcOqpp2KaJoZhcNHlP+T3v/4Vmbovw/TT4e2XYcBozu+zFXC444arsS0LKTUqLrmfPrKbd2+7DPtbd6K/OJcbLvoa4ydM8o//mwXbWLhuJ52/PwPrm3ch1y3md2fMCK1Z25bmvCfX8+MjB/LI223ENMlvjx1SsNcvPfgunz2onOqkzh3LWnji9NEFLXOnPLyGI4eX8s2JfTjxoTVcUNeXU8ZVhdZ864n3KLe7mNLyCv+qPIqq8jJ+k/d+f1+1m5sW72DeKaP43aIdbGrPcMcXRxTs6aJnNpAyJClD8t6ubm48bjgIqEzmHl6sbu1h1tNq2PEzI8r4dl1fakoMWjsy9Fg2lQmdhKHxjX+8x4Y9GbVmcl/G9CthTWsnJYbuZ/T+8pWtvLheDSzeevwwRlYl2Js2qUzoPse7tXknT6zezZhqRaCvOmIAUggqAnt69O02blmykzMPr+a+13dx9xeHU2ZoVKZya1a19vx/7Z17jGVHfee/9TiP++zbj+me6e55eWZszwyeGY9nbJzY2A6eNQJiZIywednLgiwUIkArDNqwwkQRSxJACgkSu6wSLUuyMUEBY2LFSBYIebNeGxtwEhYMCh7j8Yzn1TM9/b6PU/tHnTq3zj2PHvft7ts98/tICLu7uk6d6ts+3/u73/r+8OF//A3u2zeI//nPZ/GffmsEN2+toN4MYl7lj37vN/j5mXkECvjcbaP4rc0VjNcKeHFiFufnmqgVJKbrLbzvkRfxn2/ehD2DPsq+xJUbytEcSik8d2wSjenzqA0MYr4RwHc4do8km6r835fOoerpCLbZRhOHt/Qnxvxz2JnREQzn55o4tLmWiDs7cWEeL03Moa8gcX62gT0bK+grxKvRc40WfvrKBdQKEufnmtg+UMDGqp+43tFzszg9vQAoYKTiY0t/ITEmUApPHz0P32EoehJXWfdvc2amjl+emsbrt/Xn+nUbKdnUz/ziJVyzYzyWGrJWOHFhHj8/OYXrt/THXj9rgdOnT2PDhg29Xsa6hvawO2j/lgfaxyR33nknnn322cTX19Z/hVN44IEH8MADDwAADh06hNHR0VW9/p133om/+7u/w89+9jPceuutGNm1D2O7r8U3nnsJTwXAlt370SrUcNd77oJSCjfc+Nt47qn/jetuvAmff8HBQNHBB/7b1/HJH9Vx3wO/h996Y7w7Vl9lCsybxX//5mP40JMzeMO/exOuv/X1scSAEWcewEtgfgWKT6HoO6gNjSTWWvKOoiU88LCCvGF4Y8KnWvReQiA8+H1DAP4NtWo1MVfFP4GCW8Tv/YdP4//8r5+gWHATYwZPAcApyMoAlDgH3wOahX4MFp1YBaxSPIX5RgsQDjyngfLgBiilUCu3D/6NiDkAWiDvGOlHqX8IY0MlnHplEqNhXF7Vd1D2jwOTdezc2I/y4BBGNtYgq3UcnZjFcDhftTwJYAqcATu3jKJWkPDrrdAeofe0vzqP+eY5LCiOwaKL0sAGcMZQK7U9rQP9CsBpLDA9b21wCAVHolp0IlE2wmcB/AbzTP9cuVrDwIYNOD/XiM1VLZ5GoLSP+4qxEQyOVHHFxio2jbbww387g1rJQw3AD35Pv7an5psYLDkYHe2L7fmCV8Pzv1KoDY1gpt5ExU+OAYD+GVd7mpWC0wwwOjqUGHOsUUC9FaDgCDRmFjA6uiEhJlVxDmcwhVrJRWOmjo2baugvxn2/s/UmfjXnoVZy0ZypY2RjBaO1pPidc2cwK7V/fGiwiNGhpPhVSqF0wUHB4egvpt8bAIipBUzJGYyPDaR+P4/qqSmMjo6uSYHcKsziaL2AjZuGUPWdxX9glVnt//ZeitAedgft3/JA+3hx9MxiMTY2hpdfbh9IO3bsGMbGxnq1nFwOHToUtX4tugJXHziMm2+5FQBQHh5DX6WkvbsMUXe4fdddj0LYSGLH7msAADt27EjMbZpW7LvuejDhYnhkBMcm5zvG6F/TbEPnCbuS49jkXOKwm8n3bbQUBGeph7gK0Zj0DoCAziWOJV2kxCUYgTFXD6L4svNzjUSkWskRmKm3ExwUVOLTersRxlifDzAGX+oDVn0FN7IwmKSHLTV98JEz4MoNZdQKThQdZ8aMVn1IzsA5R9mVsXWZtR+dmMNY1dgwklFwQDt32RFCty8OkvNMmpg3ydv3mHJ/jmAYKLnR78UPkzg6f49ph/QAnVARJUak5BIbpAgTI5CTKiF5+14yDuDFfza9rbPglncCOTFv3GojnWWxYAxS6JQTJ+X+DZwBg8WlCUiH8zWdYmGymgmCIIje0jOBfPjwYfzqV7/Ciy++iHq9jocffhh33nlnr5Zz0TiCQymFgmyLI1fwVK9r0RWYC+PEgGS3PTOm0VJotHRXvtSYt1BgzTVakRhdaAbp+b7h9TyhG5l0RqqZDODcNTlWC+VmekKFnXFsRHRn8oRZ+2y9PQaKQbL4OJMGAQDjNS1YfYdjoORiuOyiFYpCsw9b+wuAUlFO8FjVjxpfGNG6baAIQCcm1AoOLiw0ozcF5g3HQisI5wJUIqGi/fvVbzaQiKgzIvrcXLy7X6fH1RbtDCwSiIwx9PlOrNEGEHrNU/4yuWXkVUoL4TQcwRFAIcjwKQOAY0crs86cD42wO/5l+II5Y2DG86yy3b2ObLeR7vRXx9el/eG2BaeT/oIT/X5fK1sHimunMUgHnHF0ZJAQBEEQPaJnAllKiS9/+cu44447sHv3brzzne/E3r17e7Wci8bRHRzghyLr1akF9BedRNUQAAph/m0jox010BZPF0wVMqz82lVFT+iq12yjhYUwLs0RPJq3PVfY3S+ML5uYbXR0VdPCb64ZoJ5XQXYE5ur6+w0rK7lzDIBI/DqCwxUs0bWuFIrt6YUWCpIDTKHgcjRbAc7M1GNzAcB4XwFK6X3ZPVwOv8die7W5pg8+Gp3lSB61RTZjtvYXosYV2weLuGZjJRKyvnW9bQNFXRll6RXkl8/Paf9yKOxaKcL+xbOzAHT3RFfyxCvBjBur+lBKxQTiQMnRFpQO0kSk6TQHQB+MzIpU40AQhB3yMsSoFDx64wHFclpEh2Kes9TDbYKxmNDOqn6KsMWzbnCSOgSAaSMNlL3sCrEUPPY7fC3kifNew5j+DzIVkAmCIHpPTz3Ib37zm1PjWtYyusKrIlHXChT2DFfAkPxo3VgVFkIx2gwCnJ2pY9Dyp0YtlGNZuhyNloq66jHGQtHaCg8e6SzdtIYb5+YaUeawk9JFruAInJ9roB5+PV2086iCvJCRcZxWQXbDdXdeb7bRwvEL89i7vQIohqIrcWJyHvVWgFag7SBGRA4WHZyZaUBwhqGyp5twhApspOxhvM9H2ZOYay5EH/nbQq7g6nm29hciiwFjDMMVD//v5LS+P8vSsaVmDpTpn6+HFhYz5sTUAg6OVYHwd2BENqCFmisYTs/U4UmOwZITVpA790r/mY31+WF1uD2i6jlodFgsAqVSK7+WPtYWiwyh6XCOGdUCUyzzHbDD9ZsK/SYifYzpbKevl55UwsP9VUq3tM4Sd7oazQClwFm2QpacwREsen1dTjDov3VKsSAIgug91Gr6NeIKDigWS4fYs7GcXkEOLQ/1pokBY2iq9Erl5JxpV8zgCJ7a/W3GeJAFh5PVIa7eimwRjKWI9lD81u0GGB0U3bbFwlg60u4NMBVkBUfw+Efy1lyNlsJMvYWNJQec6zVM15uoFZyokl10BMb7CmE1t+3DNBV7AHjgxi34H/ce0BNbH/lr4ahi69rWX9TNNMKf9aS2wSiloj33pG6GwcLqZjNQeOm8zua0f79b+4swb4qyugCO9/ngjCXj2GBVkPt8LdqtLS+6IiGo7XXb6K+1587yF0uhP4HIszNEnuAcG4awFPJi4jdQ+bFykVeZLRLhJjkGim5uo5BLGZM6SBAEQfQWEsivEcH1QSLPFshhBVlyHrNGGC+vEYGO4IkNN5VKU0HWPtZkdbjoWhVknt4hzg8PBeZ1titYY4Bsi8VCU1d3tSBPEdHWwcF6U1e19Vm3dP8tAIyUdAJEUQr4UqC/0Pbf9vkOtkXRX+1qpSPabZd9KVAzMWOs/ZE/t/754Fgfbts5iN0j5VglljEWiXUjarfWCjCpuEoBQaAi60qsytyvx/mOQMf7m5jtg4GF+8Bgpyeaucb6dLXaPoBXcER4/fb4rMN13LZYZFSZAV0dDpQek9XW2dhS8rrWcXNqDKFdI+N6kof3mztXtPTcCqkrGDaUsjvkXcqY6jEVkAmCIHrPmo95W4uUPRlV5rbUCih5Ao05LVxbgQIPBWXB0UkBM2FDCCfFYJhMS9AWC5PKYI+babSrtcyoOntMeCiw3lKR8E0cGIvGaGFabwY4O1vHoBXfVbSqw81ApYroYmgbmA1Fuyu46cKQuJ5hY9nRDRwcgQ1lFyMVDycuLAAA/subr46yX5nVDliGykqpeIoCY/EKstmKzbUCPv/WPdHa7Apq1ZM4P9do+5QHCpF1oAXd8MSXDPVWEBP2W/sLABRcGa/gAu2Dg5trei7BGSq+xOmZOlzBUSs4KFsWC9XRVEVwhg1lD1Pzzej+s7zD9pfyKr8y8rCzzLbOPKzUd1a0s66XV0F2hK5G57XgMGtVCrE3l530+TLXf3wpw6D3nFIsCIIgeg9VkJdAxRNRhW/PSDkSK54j2gefYCchtKPCWIoFAbAtFjr6K/kxvcCx8zr+rVZw9C+uU4yairVJnlBI/bh/rtFOseAsfvAstu4Fve60arQrGAQzHmQt2h2eFJCxCnJZgkN3kds1VAqvo8fvHCphY0VnDtsikjFdre9co7K8vJwlrwskD4RVPBlm/+ovGhtGaP5EEOgqdaOlYofAtoYV5LxDlptrfmTVOLy5hkOba9GbkFuuGMSDt+7ArqFSTPwbNtcKkaVFLzwjds26z7wIN1eyqIKcVdHVoliPy5rHjnDTbySyBHl4SJKlR8F1zmW/JjoZrxXbnxJcZuj3LGu2zx9BEMRlBQnkJVBxJQpSwBUMB8f7oo+p3cyc3FBoymSJ1Yi16JBeeEgpYVVwBX4T+mPH+3x4jkhowoKj49MuLDS1hzZ84AYdol0hnprR+UCObB+haE8ThtqyILVdoxmE7X8FeEeur5mrz5coSg4pGEqexFDZ00kgHYKqfdir/XU/xftr76TgLDFPOFvMzlDyJFpKYbjs4dB4H26+YiBMgzAtuHW1vBEEkJzBC33VY1UfUNqLHSjEqvtFu4IcZgU7gqO/oO0kSilUfIl7DoxGnvDOldbCsdG+ZcSuxQVqjvjlYaQassWv+dmszGVzPRPhZsR/GlHb6owoOITraAW6MUnaJxKERrtaSCITBEH0GnpSLQHfEfBdjm/dfwhv27sxEiKew2Gfm0sewOPgLD1L97yVpes7IhE7ZmcFj/X5Ue5wmiD/9dmZ0O+q4Ml4skQxUdVOitRI2M+ZCnL6A7vo8KgJiCs5BNPz11uBlTnc9t8GULH6mCeTzTfSRF1BJvOVFdqCMUuUqY5KrDl450qO//qOfdgzUtGijuuoMqUQitrwui7HWJ8fdjXUyQoHxqoAtH3Dvj/jQTZrkaFInmvED1LCGmNwBMeGshvNmTYGaHuQtXf44uwMWVFwphqd13DEjnDLrSCHhwJtX3jaXIwzDCyxwcflgLZYUAWZIAhiLUACeQl4UtsXNlb96AS/YAwO5x0Wi7A6HApNT3BIjpggNBVIEx/mSK7zgjOaTUjOMFR2wRkPG4O0ImFlhG29pbB1oAAohrInY2kXUaycEe3SMvBG1+qoaguO+WYyq7fgCEzON6AQ5jczhqIjcHq6jonZRuz+dBU2KX6roe3BkNbcIi09Qnd20/+UZbHorMTq31t87sAkPSigpVTsjUjJkeFBPn09zhhG+wrYXCtE+1Fw9CcJw2U3DGloz7+x4sWtE0DU4KSTomvZc3KsEZLrNedlDvPQPtGZuRwfY8R2dtKFfSgw7/CYEx1OTY+CM3MJRgI5DxZme1MBmSAIoveQQF4CXoeANYeqfMkx3wzw0jlthehsRSwFg+DxCDdfmrbHutnEQMGB5/BEskHUja3Ph2Da/1tyBc7PNzHdUc0EtL8WTKEUJjcYkr5onuplBtqVb8Z0Q5ROiq7AixPtJhmMM/QVJK7cUI4Enr1u7XeNzzHcKSJT8naLrq5Un52tW+OYVUHOqlzGK7Ge5OAcMQtIoEyMnU50sPN3P3HbDnzoxq3RXEa4VH0ZCfbbdw3hvkPjkUi3r1crOkjoepZeHZZct4fWQ/Krw+YAXl7smr435NgwEI7JTroA9Gu2Za0ra0xgDunliLuKJ6NMaCKJCQ0hiwVBEETvIYG8BOxMXcAkCujq79RCAyVXVzyNGD01vQBHMEim/cV2BVmEwvr4hQUIBgxXXAjG4HbYCkwldkutELUZHi57uG68Gh38sxMjtoUV5IonUi0dRrS7gkN0tn7uiJ5zOE94i81c5uDgaNWHZMAVgyXsHilHnt6BogNfclw9XIYWkPGX3EDRgd0QMO3Q2HDZx+u39sfsK3Z12E6xiJFIvtB71rYyaEQYr9VSQEEKOKF15be3D+Cq4XLoMW8LF3ufb9kxiA/duM1cISYQS67U7WNii0uvILthNJsekWdnaI/LriDrDVHQFefsMWHL6hw9JkILTJaXGTDd73QQcla8IAAMlpwoqYNIJ2+fCYIgiNWDBPISsDN1gXbkluQMG0oeSp5E08rSfencHLaEH9Wn2QXMuI0VH64QYIxhvM+PRKz5OQDYHHp5BWPY1OdjrK8AHsZ6GXuAJzg2lj1wrn2+jSDAK5Omqq3HnJtte55Fp+2jw4MshRbxprmIvW7zUyMVN+qqxhhDxZVotBTKnsQ/fvAG3L5rKHojYVN2ZaxKGaSIQ1dy9BeduC/bao+sI8vSLBbJau2mqo85yy4SKBXLBHYkR9mTsTbegYqL0YIjrCg1m/jaTeTbgv0OIOMgmxR2i+qc6jAzXeuyP4o3hxZVTtc60wSkGQTRG6I0HK7bh+cJX8lNQxkW+rXTuWq4EnaiJNJgyI7uIwiCIFYXelotkbLlnTVxWkVHYO/GCvq8eAVZAdg2UARCYd0prMy4sZofpRyYVAQz1ojo8bCCbIQYYyyyUZh5tvTrjnTa8+ni1h1DKLsytqaj52YxXHajBidph/3OR0kXPLKP2Bgh7QiGgZIbe7hXPBEJ6oovwwSHpDjknGHEPqCW4YkVYcWzvd/xOTqbc5jJOsV2ny+hLB+yCtcPmPUx1Aoydq+dBwcZY+gvOpjvOICXlhU8WHLj4zLsIIKzWBU8qzosuPZKK5VXQY4WlO0JDn+2pRDlNKchBcdCM0A5R0RLznV2NFWHu4IxRhVkgiCINQIJ5CViItUMgukYsY1VH0VXVyDtA1/bwmYTDk8ewCtZ7YqNb9Z3BLb0F6IqrhGjW6yGFIZyeD0zZlt/IcwA1g/csiejqqgR2jP1lhbtUHAEi/mizTznQs+vI3SEW1ab5U1VP0xwsASy78QO3wHaOiBTIsVGKj7mW1ogp/mUEd4LYybBAZAd4lCGhyVfvTBvvQFJClbfEaj6IjpkZ6r/PAyW5gzoL7hoWPuhlEr8oQwUXMx1HMBLS3ronCvrIFvn4awsmSRDIc0youCAduZw3gE8YfYT6d0UDQ7XzWSKXrZA5kxXmSs5Y4jF0SkWvV4FQRAEAZBAXjKOaY6AsO2vJfyKrkBTqfihuYEiAAZXsoRf1nzEPd5XiPlmx/sKaISidNdQCZtrPq4eLiUqmhXPCHIRXUspFbMztJtktNe0PaxqFxwRqyA7QgvrfzurD+BtKLtwRbJ5iTnQNl71I59utAeOQNAxXikg7RN/0y0PMAce01+WRgSrlINlIrQ8TNdbsXtJq7IOFNyoUYoKWzbLUHwLzmIH9cy6ZYc3ZKDkJpqXpB2uK7nx9tRZHekEj1fA8zKOW0p/zpDrQWY6Ui/P8yvCg4Fern1Cf3KQV0HW8+h8cKI7qIJMEASxNiCBvESi5ggwaQHt75kudo7gUQVve1itdXNSI8Zrfsw3Wwkrv/PNFq4aLuPb//4w+otuGE1m/bwr0Ax0ksRdr9uII1eGfl+7yuwZG0b7B7eHVe1iRzWchXFtk/NNeIJjsOjoynNHRFpkDenzwwNh7bl9h6cmr6VVNDlrb0neoTEZikiVMo+ugqvYITYgvRIrRftNijkUyDmLDscVHBFLEenMbwa0VcN3Rcyr3NkOG9C/W+MbBhA1E0nuQftNQl7DjaiCjBwPMtOvTU/yWEfATpzwnvMqyCahwpN5FWR9QDXvWsTiMAaIDM84QRAEsbrQf42XSPxQVfxwjWs13yhY1ggoFkWKnZmpRxVII1rHw+YeRkAxxrCtv4DpheRH+XbF2gsFjuAMn7p9F64YLCVEnR920PNlvKrNwLT4SYj2cE01bfsouRKC60QOYy0wlVYT4Wa/mDyZbECix6SLw6xqvI0UOmkiLStZcI5GKwjfuORXYqPUBRh/cZjWEM4rOEPFc9qH61KsCowxbK0VcMHqqsdY8lAg5zqRJKo2q4wmIJY+ZgwJQW7vQRC+SVgsc3iolJ85LIV+PeYdnJNcrzfvkJ4Iuw56OUKbWBy70QxBEATRW+iJtkTsB1kQfkxvcK0SaNHhGKl4ofdXH5I7vLkfA0UnEpp2tzmouFYdKnuJQ32dH+WnVaU7RZ0tos0/bxsoWhVEhsn5hiXaLc8zdMV636Yqdg6VMF1vxsborn3xirWOj0OsMp3libVbRWvvdGIIAF2h1hXkZCMNk6TgCEsgZ1Ri7eq/aUctGIMK2v7ggVL7EF7nJwSGDdbvxgj8tOqwEwp7c73UQ3pWsxOV03BDMrN2lStaXcEwVHIzvw9om9BiucQO1+3B86rMnOmUExLI3cFYtmecIAiCWF3oibZEOGt7cjuFn6kSAzoLVx/QQ5QqMFhysaHsRT7YLf0F7Bgs6txcnmyP7Iq4BaIzJ9d09rPpFHWe5JG+4qwAAB5RSURBVJGtoOgIVDyJwaIDBgaHM9SbARaaQVu0u+0WyqZiPVL1MVhyo2tVfS2uNvdpq4YtWhlj2NJfxFSYpQxki99Oi0VW1JXDWZTg0BkXZyrIrmjfZ1YlVnD7d6f3W4aLMPdgH65TSK9qu5JFtpO8iq60/OpZyRImicNMltUsgnN9oNLlPDdSreJLlL1FKsgpfuu0MY7guT5l86YrT7ATi8OQ7T0nCIIgVhc6VbNE9HMsverJmLYtNFsBPn7rFaj6WqjoA1r6Z0qugHGvvv/wZtx3aLOeS6l4mgFjGCy5mJxrWAeu4ge9pOBwjQeXtw+72aLOFTxsqKF9yEMlN0qFcCVH1ZcYKrk4PjmPsodYZJwtM+1q9S1XDOLzb92NnUNFnJlpJKTopqqHX5+daX8hwz6hLRb6nzur8TbGO2xyoGPfY0AjUChbmcpZlVj7zYVJgxBcf93MGzs4mCLI2/PEs7DTcDjDQrNd1U4Tv4Kx9nucDBFtrtloKWwo5f/p7hoqo7xIqoQj2OIVZMlRcESucBOMoeJJEnddUnQFrhgs9noZBEEQBEggLxlbDHR6ggEd3VZvBbh+S397nCXYfCmiKiZjzDqYlvQhbii5ODk1H0sk6EwwqBYk5uoBZFgRVB2eYLu5ya07hiJbBKAP5B3aXMNco4Vjk7ozXtGKnmOsXbE2BxABHQ92286hcJpkxFnFk6iEhwy19zndWWuaVph1Z33M7HDtHeZgCTHmiHYFebbVzlROFaOx1Ay93zzsFmimtZaUOPBosO83LVmjvTYruSSrghxW0XUTEJZdQWZAvRWgskjmcF8hv3qs1yViXQHTr8cWTadwJcfrNlUXvR6Rj3ljTRAEQfQeEshLxPaMpgm/voKDY+fnYrFqtvApOBxMpYmgZMpB2ZOJaLhOkVX1HEzOzaGItkDujCYrexIX5hr4j7dcEbseZyxxDbuCrCzR7ggGFqZJxNeZjC9jjGGorKvSvhSpIlrfS3tfOiPsbEyiAkOyomsO8Jm4t3BJuWJUX1BFb1A4a19bWIPSKtZmHvtThCxhL8NoNj06Xfwa20fe/bfXziJ7SzdsrHqL+oY5Ayr+4qKN4skIgiCISwkyDS6RWCxXivAbLDod7YpVwhbhORzNjmYaaSkH2ifaTnpgSFZG+wpOrCFFAJVIjKh48ViycPHRunzH9k4L+JJjQ8mNZTMzxlC22mwn9ySOwzmCwHojkSFY2+I8eQAvmitMn0hrOCK5vltf8nZWcoYYtVMzTKye5DxqRgLoN0DmR7O61rGwwUigVNiOOnXZcMLs687XQOdcLLRP5IlWHvp9lyNSrVZwYm/gssaM9xW6vhZBEARBrCeogrxEtBjKFn6Vjgpfmke1z5OYrjdjh63SDpZJwaPOffrj+qS31u84qJdmC6h4DlqxMQqMt8W2Izhcrq/z7oNjuGn7QCTc7KmKrq5E28kGDOm5vPHEiPRcYt1iVwtIc2guDcn14cMgpeGI5LqC64XWlbxKrJ2aYSronAOOdV27cUdn58LYdcNUiayDfHptOuYtrQOgjcMYGq0ApUW61nmrmBjhLBIDRxAEQRCXIvTkWyKx1AEkK4yeFCh7MtaxrbMyWi1I1JvJdsypQtNugMFYQkT7Tjx3uLOznV4Tj3XDS8sTNmvaPlDELTsGozXZ91dykm2nTfOKTqSVOYyUPYiPQ1iNTx2i0yDC9XfaGQTnoUDmmfdmsH/UdLYTnMUsKaZdM7C47cO0v876Y3LDzOw8n7KZq7PbYScM+ndNkWoEQRAEsXLQU3aJWPoJQHr1dGPVw2yYGayQ9M32+U7USjoio4IqLW8tS/HWmtzhdoJDUiD6HaIqbUzVc1BPsWHYa6r4Mmbn0EPS/cX2gbjs9hfh/QWhLSJjjJk/LemCMxameehMZ6RU2WNrssSvjnnjMduGfS9BRoqFXrexdOgkjKzrKZXvUzZz1VsKhZyDWoLrQ5VU1SUIgiCIlYOeskvEjvhiSPeo9vkOmu3iaaIKWSvoHGKlLJEcxo514kir+5tK5qUyxlDx2+I2rYLqCh67XppVo+rLhL+40z7hCm0ZODNTt9ae7S9u6+N0EQ2E7ZGhUivt0ZhwsjS7imC6yh6rIGfMY//uzP0Zi4Z9LRODl5ZSYjDtrwOlwDPGGEdHnk/ZzNVoBSjkJEs4guPq4Ur2JARBEARBdA0J5CXCmVWFzKhW2gItQFIcOoJjuOJipm61klbJCDNA5/yaoq2tOW36PBmr/nYKRM7bUW963cmkC9/RaRM2nU0wCg5HreBAchazWmRWkBcR0YBuuqGH5VWQ9WLSLA+c625uMrxe2n5nrZNzBsE5nI4KuzT+6ZSKvT3GJFRkVZmNn7nTqtKJIzlaSvu28+j0txMEQRAEsbyQQF4idsQX4+nGgFgUXIYndryvgLmYTzn9eo7kCKJWxOli1JXtxIi0dswAULVEdJDS9lgf9uv8ubiwK7oSv719EAVHRL5ofbgwCe/4RmYFOTzIxvKqzKFCTrs3zhh8h7cP4OXkKdu/O9OOmgFwO8bHbS3Za1Iq/ROC2D2HL4UsXzSg3wRBqdwOeQRBEARBrDz0JF4idsRXVgXZjoLrbP1sqPoy0tBBRpwY0PboatKv54ZZwHpIupe5YleZU0SkJ3l0X9G9ZlR+HcFito+0McKOw0O6iAa0ONQ+3ewUi3ZeMktUWTkDCpJHYjfI8QQzxsJMZRWlhnDGYqkc+v7a+cWZFeRwnrRYPYPZg7w1mesJnrw3giAIgiBWFxLIXeCEB7SyBKStc7JiwLTX1TpYlyGOXN5OscjK93WElVKR4WUueTISfWmiXeccx60a+g1Aiu3DTqjIsA903k5uxrHOesi0YehmGvpanTnARUdgvFaI2lbrKnP2y1uEbzhMd0NX8kTb5YuxfRgbRn4FGeGq89ckBYPkjA7gEQRBEESPoSdxF0QRXxnisLOFctpmC9ZuQ6yUyvyFxA7pZVSQ4wIt2XAE0ILOyL0s0d6XiJ9Lr+o6vO2LzvIX23ugR6Ujw3bMDAxOhpk3mkqxRCKHFBz9RTe6XhDoinoWUT6z0m8KagUHo1H7bTNG2z7y4ukczqODfFnaN7KG5KRhmLkk55n3TxAEQRDE6kACuQsEY4tUkNv2gqwYMNO9zWTp5vlYo252Oe2KIy2aaAXdHmPFEqe+APp8ibqdZJFRjZai7YtGRpXZPswY/XvaXKaZBhSczDQIhpYK4Dk806dr5q+3gkRFOHXtOQfwnKhCnl9BbkURbjlrUkCjFaC4SEKF5/BMvzNBEARBEKsDCeQuMBFfWRYE44cF9IE40dn+LUSYj+mRc4gt1JlBXr6vfSCOpVeQ7SZyaSkWgD6EZ0fPMaQna9htpBlLF5HxHORs+4QTRpx5UmTHvIVvEvq8bOFrDuAFULkNNxyuM6Oz3mwAdopF9sFBKXgY85b9x2T2oKlUrmjnTFtFCIIgCILoLSSQu8BEfGWJQ85Y5AlWGYf0AC0O2x/TZ1SQub5GWgawISlG0yu6Zk1atCfH+LLdlS9PkNttpFVGxTre1Tm7Eis4QyNQKOUIRM4ZBGOoFrJFpmlbrVS+xUJyjkZL5R6Ic6VVQc4YZidiLOZBhkLYyCQdwRlKLv1JEgRBEESvoadxF7QjvjIqyJZ9woxPQychmI/pM64VClvdtCJPIIdkNKWwRbTKSM2wrQJ5gtz2RWdZFRhjYZMMbfjNS6hoBAGKiwhEV+hDhHmYttV5YlQKhvlmgFrByblW+2BkbvQcS4+eMxjRHgC5LaJdwVH1s9dDEARBEMTqQB0HuqAdFZZdYXRCn3Jae+RoHs7RbAW6WptRYzV+5rwOcbH5WXo2c0xDZ4jtWCvmHEFue6zzrApOJDSz90mnSgBFJ/8lWXRFIsGiExkeiuuMbescM99o5VajI782u5g9yG8CIgVHvdnMFe19BQd9OYKdIAiCIIjVgSrIXWA6yTk8WxxGXdTyKrFWVFh2m2X9/7k+ZfuQXlbShdW8JEts21/Kb9kMIKwO550rk5zpNAie3XCDM32dvENsANBfcBb16TqCwxU8Ny7N4Rz1VoCKly1IOWvbUDpTM+wx5i1CnqXDFQxSUkIFQRAEQawHSCB3geQcc40gtwqpm02EwjZjt6XVcCNLP5kkhPyKbvuf85I1LEts6vUiS4BSFyHItfiXeS2UBdcH8HL8vpwxuILnVn0B4MrhyqJjJEfuYTi9JgZXChScfE/wfCNAf9HJEfbGQqNyBbngHEVHUEIFQRAEQawDyGLRBQ5nmGu0cn2sgjM0W0EobNMFlG44EnZsy/UXq7CZSPq1GNMZwq0gO5uZh2Vfcygwc01CJ1QolS38TAtlpRRYjviVHJhs5kecCc7gSZ4Z8fZakJzDcRcZIzh8yeDLnDWF4negkD2Z3gN973n2CZczuIL+3AiCIAhiPUAV5C4wWbrVnI/p20kPOVm61iG9fK9r6GXOEZGm/XNWBTm2poyDdWaelspv2WxaKGdVotvX41hoBvBzBDJn2obgyu4rrI5gKHn5NgzOGIquzK1GG9Ge5ws2rhYWXjcLKRjKi9hHCIIgCIJYG5BA7gLOgIIUuXm7OuNY5WbpmoYUunFHnn2CodHKj0LTlg5d+c2S5NGakO0JNh3iApXdHjlqoZzjUwa0OFxotlDKqdZypi0Py1VBXsxiIZj2M+eOCT3Ri1W+W0EAT+Y3+HAER4kEMkEQBEGsC0ggdwFnDAUn38ca68aWoZ8kR3hIL9tfzBjTQrMVoOJniz9X6DSIxTvEmXvIWFMotAEgq6gbtXVGthgHwoYb0LFweWOqXnaTkNfCcNlFNaeZCAAUHIFNVT93DGdA2ZOZB/T0GJ10sdjBwaonUVpkTQRBEARBrA16IpC/+c1vYu/eveCc49lnn+3FEpYFLaBEZttjwOrGhvw2ywoqNzHCnisvSzcS5Cq7Omw6AObZPhwOBEG+pSNqI61MtFrWXFz7gnMtCBzXjPZlfv+10F90FxWjJU9ipOLljvGkwJ6RSm5lmDO9D4tZOsZqhVyvOkEQBEEQa4eeCOTXve51+Na3voU3vOENvbj8siE4W/RjehmzM6SPMcJZIf8XYvzFeRVN11R+cyrIUXU4p3OfI7W/OsjpAGiajuSNMet2OMs9xLZWKS8itHnY0ruQYx8hCIIgCGJ90ZPPfHfv3t2Lyy47fb6zaG6vEx7AQ0bXOiDe3S6/Gs0hOYOXI8YcwdFsab9ztr9Y+4YBlu2L5jrFgjGWWR2OPMhQ4Cyvax2HJ3lulXm9wjnTEW7kLyYIgiCIS4Y1b4r86le/iq9+9asAgFdffRXHjx9f9TWcPn16yT97bqaO6YlpAMApfx6zKRXJqfkGZiamAShMyDlgJr0qPTMxhWa9hZOvtjKvd2FqHqdOTmG8VsDx483UMVMTszg/s4BmS2Wu6cLUPCbPzoEz4HzLx/H6hdS55s6fwwIHeNHFcT6TOubcbAOt6TmcWVi4JHOAG5OTOO/MIpheeQtFN69FgvZvqdC+dQ/tYXfQ/i0PtI8Xz4oJ5Ntvvx2vvvpq4uuf/exn8ba3ve2i53nggQfwwAMPAAAOHTqE0dHRZVvja2Gp1xVTCzjeOg+AYeOmflT9pIi6MN/AiwsTABjGRmvoL6bn7p7BJKqtAKOj/ZnX4xfm8cvZs9hzxRCGMzy2s+405ibm0AgUNm0aSD30xy7M46SaBAPD8HAZowPF1Llqsy5m6y1s3VTBaH/6GHd6Aa3iPIYw07Pf30rySrOAseFK7uHJ5eRS3MPVhPZvadC+dQ/tYXfQ/i0PtI8Xx4o90Z944omVmnpdIcJ4NiD7IJuxQyjkN5tw+OKd5gRn6POd3ANhknPd+jmjHbVed/sbebYPJ2wjnXcozncENpQ9qOn0CvN6p+LJ3IOTBEEQBEGsL9a8xWK9w8PECMGyu7aZZhOAyhVa7iKd3wAtkDdVvVwh7QoeXg+Z44wvWiE7eg7Q4lkBuQcHy55E2ZM4Pp279HXL1SOVXi+BIAiCIIhlpCdlr29/+9sYHx/HU089hbe85S244447erGMVYEzhnorQNmTuW2kg0DpQ3g51dqRio/BUn4P5Zrv4OqR8iJrAlrh9bLbSCOMcGNwc+LZHA54gi8q3AmCIAiCINYLPakg33XXXbjrrrt6celVRzCGZpDftY0zXaldrNnEYpFjgK5Ye3zxKnMjCNDvZq9JcN3YRCE/d1lyjoq/PA0+CIIgCIIg1gJknFxhONOd6PqLOWI09CCvVitizhjqzQDlvBbKoWiHWsQXLTg1wCAIgiAI4pKCPMgrDOcMviNQyKkOc84gGLuoCvFyYPzFlZREDXtMoABfsPxDeoKh6NDLiCAIgiCISwdSNiuMYAxFN18gA1porl4FGXAFy7V0cKZ90cVi/ktkpOJl+pgJgiAIgiDWIySQVxjBGSquXDSereiIRccs25qY7saX5y0WnIFzhoqXL9rTcp0JgiAIgiDWM1T6W2EEZ9g/Vl10nO+IXK/vcsI5gydZrkDmDODQ4p4gCIIgCOJyggTyKnAx7ZV3DJZW1WKxmCBnjMFzOPxFrCEEQRAEQRCXGlQeXCOsVptiQHfk21T1F41mKzqcOsQRBEEQBHHZQernMoRzhm0DxUXHVX0HvkMvEYIgCIIgLi+ogkxksptaKBMEQRAEcRlC5UGCIAiCIAiCsCCBTBAEQRAEQRAWJJAJgiAIgiAIwoIEMkEQBEEQBEFYkEAmCIIgCIIgCAsSyARBEARBEARhQQKZIAiCIAiCICxIIBMEQRAEQRCEBQlkgiAIgiAIgrAggUwQBEEQBEEQFiSQCYIgCIIgCMKCBDJBEARBEARBWJBAJgiCIAiCIAgLEsgEQRAEQRAEYUECmSAIgiAIgiAsmFJK9XoRF8vQ0BC2bdu26tc9ffo0NmzYsOrXvdSgfewe2sPuoP1bGrRv3UN72B20f8sD7WOSo0eP4syZM4mvryuB3CsOHTqEZ599ttfLWPfQPnYP7WF30P4tDdq37qE97A7av+WB9vHiIYsFQRAEQRAEQViQQCYIgiAIgiAIC/GZz3zmM71exHrguuuu6/USLgloH7uH9rA7aP+WBu1b99Aedgft3/JA+3hxkAeZIAiCIAiCICzIYkEQBEEQBEEQFiSQCYIgCIIgCMLikhTIL7/8Mm677Tbs2bMHe/fuxZe+9CUAwMTEBI4cOYJdu3bhyJEjOHfuHADgF7/4BW688UZ4nocvfOEL0Tzz8/O4/vrrsX//fuzduxcPPfRQ5jW/9rWvYdeuXdi1axe+9rWvAQCmpqZw4MCB6H9DQ0P42Mc+toJ3vryslX0EgG984xvYt28f9u7di09+8pMrdMfLSy/2701vehNqtRre+ta3xr7+5S9/GTt37gRjLDXvca2yXHtoaLVauPbaaxP7Y5P1GvzUpz6FzZs3o1wuL/NdLj9rad/e9KY3Ra/dD33oQ2i1Wst8tyvDWtrDW2+9FVdddVX0LDl16tQy3+3ys1b2j57Dcbp5Ha7H53BXqEuQ48ePq+eee04ppdSFCxfUrl271M9+9jP14IMPqs997nNKKaU+97nPqU984hNKKaVOnjypnnnmGfUHf/AH6vOf/3w0TxAEampqSimlVL1eV9dff7166qmnEtc7e/as2r59uzp79qyamJhQ27dvVxMTE4lxBw8eVD/84Q+X/X5XirWyj2fOnFGbN29Wp06dUkopdd9996knnnhiRe99OVjt/VNKqSeeeEI9+uij6i1veUvs6z/+8Y/Viy++qLZu3apOnz697Pe6UizXHhq++MUvqne9612J/THk/S0/9dRT6vjx46pUKq3ErS4ra2nfJicnlVL6dfz2t79d/e3f/u2y3+9KsJb28JZbblE/+tGPVuI2V4y1tH82l+tz2LDUfVyvz+FuuCQryJs2bcLBgwcBAJVKBbt378Yrr7yC73znO7j//vsBAPfffz8eeeQRAMDw8DAOHz4Mx3Fi8zDGompRo9FAo9EAYyxxve9973s4cuQIBgYG0N/fjyNHjuDxxx+PjfnlL3+JU6dO4eabb172+10p1so+/vrXv8auXbui7j+33347/v7v/37F7nu5WO39A4A3vvGNqFQqia9fe+21PelC2S3LtYcAcOzYMTz22GP44Ac/mHm9vL/l17/+9di0adNy3+KKsJb2rVqtAgCazSbq9Xrma3etsZb2cD2yFvfvcn4OA93t43p9DnfDJSmQbY4ePYqf/OQnuOGGG3Dy5MnoAbdx40acPHly0Z9vtVo4cOAAhoeHceTIEdxwww2JMa+88go2b94c/fv4+DheeeWV2JiHH34Y99xzz7p5OHTSy33cuXMnXnjhBRw9ehTNZhOPPPIIXn755eW7uVVgNfbvUqfbPfzYxz6GP/3TPwXn2f/Zu5i/5fXGWti3O+64A8PDw6hUKnjHO97Rxd30hrWwh+9///tx4MAB/NEf/RHUOgufWgv7B9BzuJt9vBSew6+VS1ogT09P4+6778af/dmfRVUMA2Psov5IhBD46U9/imPHjuGZZ57Bv/7rvy5pLQ8//DDe9a53Lelne02v97G/vx9f+cpXcM899+Dmm2/Gtm3bIIR4zffRK3q9f5cC3e7hP/zDP2B4ePiyy/9cK/v2ve99DydOnMDCwgK+//3vdzXXarMW9vBv/uZv8C//8i948skn8eSTT+LrX//6kudabdbC/hku5+dwt/u43p/DS+GSFciNRgN333033vOe9+Dtb387AGBkZAQnTpwAAJw4cQLDw8MXPV+tVsNtt92Gxx9/HE8//XRk+H/00UcxNjYWeyd17NgxjI2NRf/+/PPPo9lsrsuH81rZx9/93d/F008/jaeeegpXXXUVrrzyymW8y5VjNffvUmU59vCf/umf8Oijj2Lbtm2499578f3vfx/vfe97X/Pf8npire2b7/t429vehu985zvLfKcrx1rZQ/P/lUoF7373u/HMM8+sxO0uO2tl/wB6Di/HPq7X5/CS6bUJeiUIgkC9733vUx/96EdjX//4xz8eM7U/+OCDse8/9NBDMVP7qVOn1Llz55RSSs3OzqqbbrpJffe7301c7+zZs2rbtm1qYmJCTUxMqG3btqmzZ89G3//kJz+pPv3pTy/b/a0Wa2kfT548qZRSamJiQu3fv1+98MILy3ejK8Rq75/hBz/4QeYBjPV2SG+59tAmb38W+1tWSq2LQ3prZd+mpqbU8ePHlVJKNRoN9c53vlP9xV/8Rbe3tyqslT1sNBrR32y9Xld33323+spXvtLt7a04a2X/DJf7c9hmqfu4Hp/D3XBJCuQnn3xSAVDXXHON2r9/v9q/f7967LHH1JkzZ9Tv/M7vqJ07d6o3vvGN0S/9xIkTamxsTFUqFdXX16fGxsbU5OSkev7559WBAwfUNddco/bu3av+8A//MPOaf/mXf6l27NihduzYof7qr/4q9r3t27ern//85yt6zyvBWtrHe++9V+3evVvt3r173ZyC78X+3XTTTWpoaEj5vq/GxsbU448/rpRS6ktf+pIaGxtTQgi1adMm9YEPfGBV9qBblmsPbfIeDkplvwYffPBBNTY2phhjamxsTD300EMrcs/LwVrZt1dffVUdOnQoeu3+/u//vmo0Git348vIWtnD6elpdfDgQXXNNdeoPXv2qI985COq2Wyu3I0vE2tl/wyX+3PYZqn7uB6fw91AraYJgiAIgiAIwuKS9SATBEEQBEEQxFIggUwQBEEQBEEQFiSQCYIgCIIgCMKCBDJBEARBEARBWJBAJgiCIAiCIAgLEsgEQRCXEJ/5zGfwhS98odfLIAiCWNeQQCYIgiAIgiAICxLIBEEQ65zPfvazuPLKK3HTTTfhhRdeAAD8+Z//Ofbs2YN9+/bh3nvv7fEKCYIg1hey1wsgCIIgls5zzz2Hhx9+GD/96U/RbDZx8OBBXHfddfjjP/5jvPjii/A8D+fPn+/1MgmCINYVVEEmCIJYxzz55JO46667UCwWUa1WceeddwIA9u3bh/e85z3467/+a0hJtRCCIIjXAglkgiCIS5DHHnsMH/7wh/HjH/8Yhw8fRrPZ7PWSCIIg1g0kkAmCINYxb3jDG/DII49gbm4OU1NT+O53v4sgCPDyyy/jtttuw5/8yZ9gcnIS09PTvV4qQRDEuoE+dyMIgljHHDx4EPfccw/279+P4eFhHD58GIwxvPe978Xk5CSUUvjIRz6CWq3W66USBEGsG5hSSvV6EQRBEARBEASxViCLBUEQBEEQBEFYkEAmCIIgCIIgCAsSyARBEARBEARhQQKZIAiCIAiCICxIIBMEQRAEQRCEBQlkgiAIgiAIgrAggUwQBEEQBEEQFv8f6tZx8m2L70MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "result_redeem = FB(data_user_byday)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>trend</th>\n",
       "      <th>cap</th>\n",
       "      <th>floor</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "      <th>trend_lower</th>\n",
       "      <th>trend_upper</th>\n",
       "      <th>Chinese New Year</th>\n",
       "      <th>Chinese New Year_lower</th>\n",
       "      <th>...</th>\n",
       "      <th>weekly</th>\n",
       "      <th>weekly_lower</th>\n",
       "      <th>weekly_upper</th>\n",
       "      <th>yearly</th>\n",
       "      <th>yearly_lower</th>\n",
       "      <th>yearly_upper</th>\n",
       "      <th>multiplicative_terms</th>\n",
       "      <th>multiplicative_terms_lower</th>\n",
       "      <th>multiplicative_terms_upper</th>\n",
       "      <th>yhat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>2014-09-26</td>\n",
       "      <td>3.972641e+08</td>\n",
       "      <td>952479658</td>\n",
       "      <td>8962232</td>\n",
       "      <td>1.828369e+08</td>\n",
       "      <td>3.876925e+08</td>\n",
       "      <td>3.972641e+08</td>\n",
       "      <td>3.972642e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.408823e+07</td>\n",
       "      <td>-1.408823e+07</td>\n",
       "      <td>-1.408823e+07</td>\n",
       "      <td>-9.988456e+07</td>\n",
       "      <td>-9.988456e+07</td>\n",
       "      <td>-9.988456e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.832913e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>2014-09-27</td>\n",
       "      <td>3.980910e+08</td>\n",
       "      <td>952479658</td>\n",
       "      <td>8962232</td>\n",
       "      <td>1.283048e+08</td>\n",
       "      <td>3.254861e+08</td>\n",
       "      <td>3.980910e+08</td>\n",
       "      <td>3.980910e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-7.149263e+07</td>\n",
       "      <td>-7.149263e+07</td>\n",
       "      <td>-7.149263e+07</td>\n",
       "      <td>-1.006909e+08</td>\n",
       "      <td>-1.006909e+08</td>\n",
       "      <td>-1.006909e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.259075e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>2014-09-28</td>\n",
       "      <td>3.989184e+08</td>\n",
       "      <td>952479658</td>\n",
       "      <td>8962232</td>\n",
       "      <td>1.325779e+08</td>\n",
       "      <td>3.334691e+08</td>\n",
       "      <td>3.989183e+08</td>\n",
       "      <td>3.989184e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.445946e+07</td>\n",
       "      <td>-6.445946e+07</td>\n",
       "      <td>-6.445946e+07</td>\n",
       "      <td>-1.015019e+08</td>\n",
       "      <td>-1.015019e+08</td>\n",
       "      <td>-1.015019e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.329570e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>2014-09-29</td>\n",
       "      <td>3.997462e+08</td>\n",
       "      <td>952479658</td>\n",
       "      <td>8962232</td>\n",
       "      <td>2.421303e+08</td>\n",
       "      <td>4.390657e+08</td>\n",
       "      <td>3.997462e+08</td>\n",
       "      <td>3.997463e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.619189e+07</td>\n",
       "      <td>4.619189e+07</td>\n",
       "      <td>4.619189e+07</td>\n",
       "      <td>-1.023070e+08</td>\n",
       "      <td>-1.023070e+08</td>\n",
       "      <td>-1.023070e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.436312e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>2014-09-30</td>\n",
       "      <td>4.005747e+08</td>\n",
       "      <td>952479658</td>\n",
       "      <td>8962232</td>\n",
       "      <td>2.489140e+08</td>\n",
       "      <td>4.426664e+08</td>\n",
       "      <td>4.005746e+08</td>\n",
       "      <td>4.005747e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.763959e+07</td>\n",
       "      <td>4.763959e+07</td>\n",
       "      <td>4.763959e+07</td>\n",
       "      <td>-1.030931e+08</td>\n",
       "      <td>-1.030931e+08</td>\n",
       "      <td>-1.030931e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.451211e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 45 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            ds         trend        cap    floor    yhat_lower    yhat_upper  \\\n",
       "452 2014-09-26  3.972641e+08  952479658  8962232  1.828369e+08  3.876925e+08   \n",
       "453 2014-09-27  3.980910e+08  952479658  8962232  1.283048e+08  3.254861e+08   \n",
       "454 2014-09-28  3.989184e+08  952479658  8962232  1.325779e+08  3.334691e+08   \n",
       "455 2014-09-29  3.997462e+08  952479658  8962232  2.421303e+08  4.390657e+08   \n",
       "456 2014-09-30  4.005747e+08  952479658  8962232  2.489140e+08  4.426664e+08   \n",
       "\n",
       "      trend_lower   trend_upper  Chinese New Year  Chinese New Year_lower  \\\n",
       "452  3.972641e+08  3.972642e+08               0.0                     0.0   \n",
       "453  3.980910e+08  3.980910e+08               0.0                     0.0   \n",
       "454  3.989183e+08  3.989184e+08               0.0                     0.0   \n",
       "455  3.997462e+08  3.997463e+08               0.0                     0.0   \n",
       "456  4.005746e+08  4.005747e+08               0.0                     0.0   \n",
       "\n",
       "     ...        weekly  weekly_lower  weekly_upper        yearly  \\\n",
       "452  ... -1.408823e+07 -1.408823e+07 -1.408823e+07 -9.988456e+07   \n",
       "453  ... -7.149263e+07 -7.149263e+07 -7.149263e+07 -1.006909e+08   \n",
       "454  ... -6.445946e+07 -6.445946e+07 -6.445946e+07 -1.015019e+08   \n",
       "455  ...  4.619189e+07  4.619189e+07  4.619189e+07 -1.023070e+08   \n",
       "456  ...  4.763959e+07  4.763959e+07  4.763959e+07 -1.030931e+08   \n",
       "\n",
       "     yearly_lower  yearly_upper  multiplicative_terms  \\\n",
       "452 -9.988456e+07 -9.988456e+07                   0.0   \n",
       "453 -1.006909e+08 -1.006909e+08                   0.0   \n",
       "454 -1.015019e+08 -1.015019e+08                   0.0   \n",
       "455 -1.023070e+08 -1.023070e+08                   0.0   \n",
       "456 -1.030931e+08 -1.030931e+08                   0.0   \n",
       "\n",
       "     multiplicative_terms_lower  multiplicative_terms_upper          yhat  \n",
       "452                         0.0                         0.0  2.832913e+08  \n",
       "453                         0.0                         0.0  2.259075e+08  \n",
       "454                         0.0                         0.0  2.329570e+08  \n",
       "455                         0.0                         0.0  3.436312e+08  \n",
       "456                         0.0                         0.0  3.451211e+08  \n",
       "\n",
       "[5 rows x 45 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_purchase.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
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       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20140901</td>\n",
       "      <td>40000000</td>\n",
       "      <td>30000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20140902</td>\n",
       "      <td>40000000</td>\n",
       "      <td>30000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20140903</td>\n",
       "      <td>40000000</td>\n",
       "      <td>30000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          0         1         2\n",
       "0  20140901  40000000  30000000\n",
       "1  20140902  40000000  30000000\n",
       "2  20140903  40000000  30000000"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_comp =pd.read_csv('comp_predict_table.csv', header = None)\n",
    "data_comp.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_day = []\n",
    "for i in range(20140901,20140931):\n",
    "    data_day.append(i)\n",
    "# data_day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_comp = pd.DataFrame(columns=[0, 1, 2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20140901</td>\n",
       "      <td>3.315608e+08</td>\n",
       "      <td>3.403371e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20140902</td>\n",
       "      <td>3.343494e+08</td>\n",
       "      <td>3.152301e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20140903</td>\n",
       "      <td>3.235090e+08</td>\n",
       "      <td>3.209521e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20140904</td>\n",
       "      <td>3.096908e+08</td>\n",
       "      <td>3.059635e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20140905</td>\n",
       "      <td>2.759714e+08</td>\n",
       "      <td>2.983661e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>20140906</td>\n",
       "      <td>2.194693e+08</td>\n",
       "      <td>2.435358e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>20140907</td>\n",
       "      <td>2.273075e+08</td>\n",
       "      <td>2.634809e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>20140908</td>\n",
       "      <td>2.754175e+08</td>\n",
       "      <td>3.070736e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>20140909</td>\n",
       "      <td>3.407568e+08</td>\n",
       "      <td>3.292587e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>20140910</td>\n",
       "      <td>3.292510e+08</td>\n",
       "      <td>3.336473e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>20140911</td>\n",
       "      <td>3.148164e+08</td>\n",
       "      <td>3.172712e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>20140912</td>\n",
       "      <td>2.805346e+08</td>\n",
       "      <td>3.082593e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>20140913</td>\n",
       "      <td>2.235263e+08</td>\n",
       "      <td>2.520123e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>20140914</td>\n",
       "      <td>2.309143e+08</td>\n",
       "      <td>2.705615e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>20140915</td>\n",
       "      <td>3.418844e+08</td>\n",
       "      <td>3.613429e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>20140916</td>\n",
       "      <td>3.436189e+08</td>\n",
       "      <td>3.336876e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>20140917</td>\n",
       "      <td>3.318081e+08</td>\n",
       "      <td>3.368520e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>20140918</td>\n",
       "      <td>3.171045e+08</td>\n",
       "      <td>3.193354e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>20140919</td>\n",
       "      <td>2.825824e+08</td>\n",
       "      <td>3.092746e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20140920</td>\n",
       "      <td>2.253553e+08</td>\n",
       "      <td>2.520757e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20140921</td>\n",
       "      <td>2.325394e+08</td>\n",
       "      <td>2.697725e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>20140922</td>\n",
       "      <td>3.433152e+08</td>\n",
       "      <td>3.598015e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>20140923</td>\n",
       "      <td>3.448614e+08</td>\n",
       "      <td>3.314924e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>20140924</td>\n",
       "      <td>3.328667e+08</td>\n",
       "      <td>3.340986e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>20140925</td>\n",
       "      <td>3.179842e+08</td>\n",
       "      <td>3.161157e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>20140926</td>\n",
       "      <td>2.832913e+08</td>\n",
       "      <td>3.056762e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>20140927</td>\n",
       "      <td>2.259075e+08</td>\n",
       "      <td>2.481817e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>20140928</td>\n",
       "      <td>2.329570e+08</td>\n",
       "      <td>2.656621e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>20140929</td>\n",
       "      <td>3.436312e+08</td>\n",
       "      <td>3.555504e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>20140930</td>\n",
       "      <td>3.451211e+08</td>\n",
       "      <td>3.271737e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           0             1             2\n",
       "0   20140901  3.315608e+08  3.403371e+08\n",
       "1   20140902  3.343494e+08  3.152301e+08\n",
       "2   20140903  3.235090e+08  3.209521e+08\n",
       "3   20140904  3.096908e+08  3.059635e+08\n",
       "4   20140905  2.759714e+08  2.983661e+08\n",
       "5   20140906  2.194693e+08  2.435358e+08\n",
       "6   20140907  2.273075e+08  2.634809e+08\n",
       "7   20140908  2.754175e+08  3.070736e+08\n",
       "8   20140909  3.407568e+08  3.292587e+08\n",
       "9   20140910  3.292510e+08  3.336473e+08\n",
       "10  20140911  3.148164e+08  3.172712e+08\n",
       "11  20140912  2.805346e+08  3.082593e+08\n",
       "12  20140913  2.235263e+08  2.520123e+08\n",
       "13  20140914  2.309143e+08  2.705615e+08\n",
       "14  20140915  3.418844e+08  3.613429e+08\n",
       "15  20140916  3.436189e+08  3.336876e+08\n",
       "16  20140917  3.318081e+08  3.368520e+08\n",
       "17  20140918  3.171045e+08  3.193354e+08\n",
       "18  20140919  2.825824e+08  3.092746e+08\n",
       "19  20140920  2.253553e+08  2.520757e+08\n",
       "20  20140921  2.325394e+08  2.697725e+08\n",
       "21  20140922  3.433152e+08  3.598015e+08\n",
       "22  20140923  3.448614e+08  3.314924e+08\n",
       "23  20140924  3.328667e+08  3.340986e+08\n",
       "24  20140925  3.179842e+08  3.161157e+08\n",
       "25  20140926  2.832913e+08  3.056762e+08\n",
       "26  20140927  2.259075e+08  2.481817e+08\n",
       "27  20140928  2.329570e+08  2.656621e+08\n",
       "28  20140929  3.436312e+08  3.555504e+08\n",
       "29  20140930  3.451211e+08  3.271737e+08"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_comp[0] = data_day\n",
    "data_comp[1] = result_purchase.yhat.values[-30:]\n",
    "data_comp[2] = result_redeem.yhat.values[-30:]\n",
    "data_comp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_comp.to_csv('tc_comp_predict_table.csv', header = None, index = False)"
   ]
  }
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